{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Minimal example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xba2b83a940>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from venn import venn\n",
    "%matplotlib inline\n",
    "\n",
    "musicians = {\n",
    "    \"Members of The Beatles\": {\"Paul McCartney\", \"John Lennon\", \"George Harrison\", \"Ringo Starr\"},\n",
    "    \"Guitarists\": {\"John Lennon\", \"George Harrison\", \"Jimi Hendrix\", \"Eric Clapton\", \"Carlos Santana\"},\n",
    "    \"Played at Woodstock\": {\"Jimi Hendrix\", \"Carlos Santana\", \"Keith Moon\"}\n",
    "}\n",
    "venn(musicians)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examples of Venn diagrams for various numbers of sets\n",
    "True Venn diagrams can be plotted for 2, 3, 4, or 5 sets using ellipses, and for 6 sets using triangles.\n",
    "\n",
    "The `venn()` function accepts optional arguments `cmap`, `fmt`, `alpha`, `fontsize`, `legend_loc`, `figsize`, and `ax`.  \n",
    "`cmap` can be either a name of a matplotlib colormap or a list of color names.  \n",
    "`fmt` is a Python 3 style format string that understands `{size}`, `{percentage}`, and `{logic}`.  \n",
    "`legend_loc` defaults to \"upper right\"; to disable the legend altogether, pass `legend_loc=None`.  \n",
    "`figsize` only has effect when `ax=None`; otherwise the diagram is plotted onto an existing axes and `figsize` is ignored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import subplots\n",
    "from itertools import chain, islice\n",
    "from string import ascii_uppercase\n",
    "from numpy.random import choice\n",
    "\n",
    "_, top_axs = subplots(ncols=3, nrows=1, figsize=(18, 5))\n",
    "_, bot_axs = subplots(ncols=2, nrows=1, figsize=(18, 8))\n",
    "cmaps = [\"cool\", list(\"rgb\"), \"plasma\", \"viridis\", \"Set1\"]\n",
    "letters = iter(ascii_uppercase)\n",
    "\n",
    "for n_sets, cmap, ax in zip(range(2, 7), cmaps, chain(top_axs, bot_axs)):\n",
    "    dataset_dict = {\n",
    "        name: set(choice(1000, 700, replace=False))\n",
    "        for name in islice(letters, n_sets)\n",
    "    }\n",
    "    venn(dataset_dict, fmt=\"{percentage:.1f}%\", cmap=cmap, fontsize=8, legend_loc=\"upper left\", ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pseudo-Venn diagrams:\n",
    "Six-set true Venn diagrams are somewhat unwieldy, and not all intersections are usually of interest.  \n",
    "To address this, the `pseudovenn()` function has been implemented which plots the sets as circles.\n",
    "\n",
    "The function accepts the same arguments as `venn()`.  \n",
    "Additionally, you can pass `hint_hidden=False` if you wish not to display information about elements in hidden intersections.  \n",
    "\n",
    "Some intersections are not present, but the most commonly wanted are. You might want to order the input dictionary to ensure the instersections of interest show up on the diagram.  \n",
    "In Python 3.7+, `dict`s are ordered by implementation; prior to Python 3.7, `collections.OrderedDict` can be used instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xba2e00c5f8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NmZgBAAGheE7SyuefqlV9LiDUER0stbKX6c3ZTsx7c4N1h4T6oQJK7FQSn1ir9F7STVplro5XYJKw1o6/CGAxgIcbqPGCBmp02RvW0PSpT32qt6SkxFiyZMmE6dOnx2fPnp3tkrF5JVvOUkEI+5aOBXAdgBkA1sIqYzicJyR9xC2YOtUonl7N/ScZ4NFOll5jksj1Gtx9eMDa3YJ1pGGO2K7ELt8jlC3V3P96SLgOVx98OOiFVcSkDNa8iKsaqPEeAK8U2uzuohFe7UjWIB/NcY70OYqi4Kqrrmr/n//5n+rvfOc7LbmIK59khTDJ0cK+pQFYSfkcABthJWY50StjkhEeP8kMncUBPUpak07C9m5TAbAUzGqdeEVIuFbUmoE3XGDDrZDJoYwCMB3W/Iif3S2WbLI5nn71VyFsKJMVwiRpgMK+pTMA3ASrvvW/YG0pKAEIctU32yg7LcxddVGmbU0Rd8z6YwK4D0qzRyi7EzAmrFUiE6q5/+ly4Sn41kyWtGRu9QDuyoxH/8WuGt6SM8nkLDlOprX8RVhF/98FULBrFXMh01o+WwePdbDUqlyOKR8NBhgBqBvT4OXNSvzSHqHJVvS+NsL6bJ8L4JQGavypU1vRUv7J5Cw5yn6t5SchW8sf2bu13Mu0rWkHtZYPxQPW4RKsR7ai+5UA8AJkK1raj0zOkiPI1vKhTTJCdZPM8GKnt5YPRraiD0u2oqV9yOQs2U62lg+uUFvLB7N3K3qdEpkwSrai99bXip4I2Yoe9uQ6Z8k2Yd9SFvYtvQ7AbbBmYb8BmZg/Msb0jzhNr7rGK1hZB0utKvTE3KevFa2CdTUr8Uu2sdgcIVfF7W0TrPX75wK4u4EaK2yOR7KBTM6SLTLd2P8NqzjDk5Dd2Ps4Ti86ZoZeelmCjN0Rpm8rtG7sgfCAdQSFuibC9JkblN7zdXDZk/exvla0BuD3DdR4rM3xSHkmk7OUd5ntHO8BMALAc7DKHUoAmACdrJUvGG+Gzuhm2oYEmV12x5RLDKQFhbpWA69cr/ReEYcRsjsmh1kFqwzoLxuo8Uy7g5HyRyZnKa/CvqUzAfwOVgGGt4Ch1yIcrIBQPKdrIy4uF54pnSz1oU48YXdM+UAAD0DdRIC+SY1e1UHpUXbH5DB9W59+vYEab2igRsXugKTck91IUl5kNqv4JIAvAHgTsh72Piq5t2SOXnYxh9A7KL0WR7F7VKHyQdmpCR5vVuKXprj5fA33r7E7JgfpAfAUgNMB1DVQ44/vFkvyvk/5si/9c1yqPeHO9XG8FX5t7m8+sW0gj7311lsr77333sqmpqYP+373k5/8pPL73//+6EceeWTTJZdc0gsAsViMysrKTrj//vu3XHHFFY7fJUwmZynnMvstfw3AAgDPAojZG5GzTDBCtVPMoguSMFpjzBjW+/+6wboVQal2llqUJLOyzgy+Msz3i96bBmsYaA6Aexqo8Xt3iyV53Xkp1Z5wV59b35nr4+x6auOA63efc845vT/4wQ9Gb9y40V1fX68BwMsvvxyaMGFC6rnnngv3Jefnn38+aJomzjnnnLxf1AyG7NaWcirsW1oK4HYAJ8CagSoTcx8BzNRLZhxnFF0UJW3bcE/MfRRQMihcHybImLheiXwqDdNjd0wOIgAsA9AK4LcN1Djb5nhsN2vWrFRFRYX+1FNPhQDAMAy88847oZtuuqnltdde+2gOw3PPPReeOnVqoqSkpCAu9mRylnIm7FtaAeDXsHpoXgIgC070EcDJevmCGjNwchdLr3FSbWwnYIAZEOo6Dvg2KNFPJ2H67I7JYTYAeBvArQ3UeKrNsdjupJNOir744othAHjttdf85eXl+hVXXNHT3NzsaW1tVQDg1VdfDZ9yyikF8z2TyVnKibBv6UgAdwHoBrDc5nCcRQDz9YpF5dxzfCdLrzFIyNnq/SAAfijbGGBsUnovT8AI2B2Tw+wB8DKA7w33mdynn35671tvvRUCgH//+9/hefPmRT0ejzjhhBPiTz/9dLizs1NZt26d/+yzz5bJWRq+Mkulfg1r0tcqm8NxFBKghXrlGaXCPbmLpddyErI34TB8UJoYKLlJiX5aLrU6QBes9dDfbKDG8+wOxi7nnntub0dHh2v58uXeV155JXT66af3AsDChQt7X3jhhdDTTz8d8ng8fNGiRXG7Yx0oOSFMyqqwb+loAHcC2AZgfb6OK4RBSf2PF5u8+WSAuxiVrfW6rnhIYSMcM8adScxnFQnXuE5Krx2KhUVyxQdlZxLmqM1q9PLxRvDhIFyOawE9jv++aA82zzGhBQiKHkbFpoX4j0eqcWyu16r3wJoo9uUGanTdLZb8I8fHc5wJEybotbW16X/84x9FK1asCC5evHgrAJx11lnRz3zmMxWqqorZs2dHPR5PwayCkC1nKWsyLeY7AGxBHhMzACT1Py82+e7pPtfVPw24v/Ed63f/+7l8xnBIAligV56RSczrZGI+cj4oLaqgyBYltiQOI2h3PPs7Dme+fRmW3vpF/PnGq3HnTV6Eup7Hr6/L0+GjsBL0Fxqo8fw8HdNR5s+f33vPPfdU1dbWpkeMGGECwLx58xJdXV3qk08+WbJo0SLHXdAdikzOUlaEfUtHAPgVgO2wdtjJK5NvW+hSjntGVeo7GCtLetTzHhWia4phbh7wkoycscaYTysWrgkyMR8dL5QWBRTbokSXJGH47Y5nb3WY01qEqiQACHAQSKQQq8pjCDEAz8NqQQ+7Megzzzyzt6OjwzV//vyPkrCiKJg9e3a0o6PDVShLqPrIbm3pqGVmZf8KQAvy3GIGAM47fUC6VGHjdvT9TlUmtUNXkibfUq0qE3K+LvOgBDBPL19Yyq0xZpmYj16mi3v0JiV6Wb0ZbvRCSdodU59Xcf+ctXjhCg7DB5A5ESc9kucQovh4DNq4Wyx5KZsv7q3wa0eyBvlojnOkz7nmmmt6rrnmmgMmn77wwgtbshNVfsnkLB2VsG9pCNY65g5YNYDzjqPXCwCE0H4naTUpkLJ1Cc4cvWxuOfdO7WSpDznBtDOWocQHpTkBs3aTEr10shn+qwvMEdsqLsRn31mIz77Thi3hd/HovHKM22VDGBFYSxe/00CNibvFkmXZeuGBVu2Sjp7s1pYGLexbqgL4EayNK2yblc0QSgGAQHS/RGz4CF7bWlWTjfCEUcI315qVLRNztvmh7BAQbLMSPcdpW05WYnzvHFz6+jI8/OVu7LKj+70bwOsAfthAjWNtOL50lGRylo7GFwDUAnjHziAYK08Cni6TbxvT9zvD3FgOmD6Fjbej5YJRpq9ishE+t4e0TSYJR7TqhiI/1K1p4tXbWPwku2PZnwmdcZieDuwotimENli9WUsbqDFsUwzSIMnkLA1K2Ld0MYDzYBVBsL3ZorBxr+rmmsWGuamM8y5v2njyYqLSNXaMN4e46ptplH4yzoydGnHHLOUaiggQAaFsiDBt9m6WnGBXHCYMeg6/PrUd20IAsBvri1/EPVe44Osci5mtdsUFYBOsiWI/bKBGOYxZQOR/lnTEwr6lU2BtZPEirGL8tvO5rnwmqf0xkNQfvKlvnbPPdfUf8x2HKkg5Wa/4hAGRiJPRnu/jD0cMpPuFurGVJc/1CeWvxcJty/u+B5uPfww/PJ/D8ChwJYpQtfEs3Hi7Cx67JwG+C+AMAF+EVbVPKgAkhO2NHqmAhH1LKwH8HsCHsPaZlfoIYKFeeUZYuMZ1UXo9yO6ABu498/aTO7FuHIPy0dh4LZ35fj27OO/L4gYrDV6uE6+oN8L/63PQDG6HcAM4B8Bdd4slTw/kCStXrtw+bdq0jtyG5RwrV64snzZt2li74+gjW87SgIV9S70A/hvATsjEfIDpRsm0Eu6e3MFSqwspMfcpx5QtM5Ub37Y7jsHygHWYQgS2KNELjzGL/qaA5CS8j2mwhqBubKDG5rvFkg8P83jJZnLMWRqQsG8pAfhPAD7IetkHqDODNWPNwKndLL1BrmW2jx/KDhMivEWJnua0GdwOEIHVxf2TBmqstDsY6dBkcpYGagmAmQDesDsQpynl7tDxRvEnepm+1SCRsjuewerGxjHPm1++7GXzW59Yye+doYlYQfasBaBuTJA5qZklptodiwM1w+r5uq2BGt12ByMdXEF++aT8CvuWjgdwLYBnAbledx8CmKWXLU7D7E6R2WN3OIM1lp253o+r3vehLNWNzUVr+AMnrxD3nDhH+dbrdsd2pAjgfqFs7GTpU0uEuykkXAX7/5IjqwAsAvAZAH84kie23XnHOLM3kvOkroSLtMqv3jisC57I5CwdUqbQyE2w1ksWzHZr+TLNKD7eK1hFB0uvtjuWo1FOx320c1Ip6iP17FPvreD3nGWI9Jsq2T7b+IgpoKRLsD07WPycY82ihxlI9nHv620AlzRQ42t3iyUbBvokszfiDsyek/PlifF33xlwidBUKkXTp08/ZsGCBb333nvvzr7f33rrrZW//e1vq1avXr22rKys4BoVsltbOpzLAYQADPgLPFyUcXd4HA8uijB9SyFOADu0vmRWuDnNB6XFIFHUzBLT7Y7FgZIAVgL4r0Lv3vZ6veKhhx7a+tBDD1U8/vjjIQB49913vbfddlv1vffeu60QEzMgk7N0CJnu7CsBvGl3LI4jgJl62dkpmO068YTd4RytbfzftWkRcQFARGwLbeKPzSzG+GaVvAXXat6bXyhbulh6QZR0u6p0OdkWWL2nn7E7kKM1a9as1E033bTr+uuvH9fU1KReeeWVdddee23beeedV7BFgGRylvq1X3d2wSefbOvrzu4lfefhH+18LeLN+tf4zZ/8t3nD5e/zX58RopqOE9iX3rI7rqOlgFJ93dscYsj1b2RBX/f2JLsDOVo333xz24QJE5LTp0+foigKbr/99ha7YzoacsxZOpi+7uys7WgzVPR1Z3czbcNQ6c6ep/zoObtjyBUflJYoGVOaWWJ6LQ98YHc8DrN39/Z/3C2WOKLi32AwxrBgwYLoG2+8Eb7xxht3e73ewh2TgWw5S/3IdGdfBdmdfaAh1p09XMju7UMaEt3b77zzju9Xv/rVyBtuuKH15z//+ahNmzYV9Fi6TM7SPvbqzv4Qsjv7ANON4qlDqTt7uJDd24dV0N3byWSSrrrqqnGf//zn237zm9/sOvvss3uuvPLKcaZZkHPBAMjkLB3oUsjZ2f0q4q7AWB48ZWjOzh76+mZv72SJ4+2OxYH6urdvaqBGxe5gjtRXvvKVarfbLX7+85+3AMC9997b1NLS4r7llluq7I5tsOSYs/SRsG9pEYCrYe02Je1nqlF8Uhpmj+zOLlw+oWzvYtqCEdy33g1WsOOrObIFwARYO1g9298DlHCRdiRrkAdLCRcN+P/mn//8Z+gvf/lLxVtvvbXW4/EIACgpKeH33Xfftosuumji+eef3ztnzpyC2whF7kolfSTsW/pFAHMBFPws3Wyr4J7ieVrFNR0stYoTDLvjkQYvDqM+JFwfjuNBOdnxQFUApgO4/PoVkzfKXansI7u1JQAfbQV5EYAVdsfiRMcbxfNTZLbLxFz4vFCaepg2JwXTZ3csDrQH1g5WF9odyHAnk7PU57OwtoEsuO6fXKsx/ZVh7qqLkr7L7liko6eAUopgvTuVxBy7Y3GoFQCuhZD5wU7yzZcQ9i0dC+A0yK0gDySAY43wwgQZrXIryKHDB9YcJX16DHrY7lgcqBtAt57kfrsDGc5kcpYA4DoAm2B1Z0l7qePB0T6oI2JktNodi5Q9DKSrgnXuUpIn2x2LQ31gJHnA1HnBzdweKmRyHubCvqXHwtqneY3dsTiOACYZoVMSZLSACngHCKlfPig7E2RMipCW89nHBShGChmx9rR8b2wik/MwFvYtJQA3AFgLuU/zASab4QkuwUJxGO12xyJlHwGmS7C2XSy50O5YnIi5SEv26kVG2nTZHctwJNc5D2+zAIwF8ITNceQEYwL+gK64XJw8XkNxuzlzu01iTJCmKVzTGDcMJlJJlWuawlNJ9aMxZSZAE8zQKXFm7JIFR4YuL5SWKOnTOik9skx4dn98j4DKhEIkGCMwZv1JIEFCEOecOBcQXBDngkwuht5+0QRAdbN0tC3r/jD2AAAgAElEQVRdXjLav/uwT5CySibn4W0JrEpgBXViYUygZkzUN64uEhgxKu6vrEoESstTgYrKZKikNBUOhbVgMKSHfD7DTwQIAWHdCEJYk7qIQACImCAiEJFgus60RMwVi0Zdscj2UjXyXu2IiCkSkbaA2tvh13pag1r37mA6nXDLiWEFiiDIrwpXQBUenyLcPkV4BOMIq72X1nlYs6qIoMJEUCHhh/W9EAAy1SCIf/QyEERW/iIQGOeUMjnFDE4x3WRRzWARzWRxzWDxlKEkkroST6SVhClYQfVQuXxKMhnRi02dq4qLyWWEeSST8zAV9i2tBjAVwN/tjuVQ/AFdOWl+S9nx0zsqJh3TNWLM2Gh1aVmqjHMSus40w2C6oZNhmszUNKalU6rW1entadkZ3JNKKbppsgEmUgG3h6s+n+Hxeg13gKvHlc7fztRQerSqcqa6TUX1mIrba6ipuEvbs62kt3lNRU/z2ore7auqot0tIU3Iks2O4iLByrw8VObmoVIPLyp282K/IvwmiHMOwwRMLsBNARExUKILsds0lE7OsdsUpAEDbQ0LMIJLYcLDSLhdCi/yuswKAlQioRDBxQhugnCZnKJJQ2mNp9Vd0ZSrrSvubksZSjq378TgEUEoLqYnurWiUKW30+54hhOZnIev82Gta3bMlXx/ibikLFWmpZV0KqkkEwlXsq3N17lpQ/GOgSfdgSJoacXQ0orRmwxxZUO1W5TEmkH7l9AT8AY1NVye9B4zr7lq+plba3zhtFtPK+aebSURmbDt0V8i9inCpwvSdQ5dM0mLaCzSZqJN9DNOEeOcTEbeKpUNYlY+gQvo3CT90I8TUJnwuRQeKvFrU8oD6ZkTKkTA5BR3csJ2eVgq0a0XB8s9nfy1b45DsjP3uz35yjTllF9uG8hDL7300rHNzc3uN954Y6OiWJPLTdPE3LlzJ9XX1yf/8pe/NOU01hyRyXkYCvuWemFVALK9hvb0mW1F51y4bdzsE1snjRgVH5WfRHxorK2oRrj1+IGJGQAIqZjHSMU8sbbtiFm/E/AGdDVckfBOnt9UNf2srTW+UNqtpVRj0zvVez58aWz7mldqu7WUS3aHZ41AuYcHa/xmWbWfjwyoPKgL0nUTusYPnYj742Us0iN4bQXEDjbgFvORIhickgZnexX66Tdh+w3OYr0pdUNHzLO1LerdzQXZ9tlhKhlEEKmoEXQnO91Ue2bOW9Bix3MDniX+hz/8oWnq1KnH3nLLLVU//vGP9wDA97///REdHR2ul156aVPuoswtmZyHpwUAYgCi+T6wqnI689ztVaee0Vw3bUb75GBQD8airt6uTm/PO2+OeD/fifgAJmPUE6wRocQRtKAIqbjbSMXdMWwv/ihh+4vSrsqxPaFPfOvNyst+8IqraU1F55qXx+1Z9cK4jp49wcO0sqT9KSRolM8sqfab5SN9fAQjKCmOVEKneEdK6RxoIu6PCmgEiF7Oy4uZksfZ+f0nbJciggG3UVtUoR83oTKmxtPq5q64e1Nrr7cpbSh5r0egeJiW6NJKnLhBclFREb///vu3nX/++fXnnXdeL+ccv/rVr0Y+++yzG0KhUMFeEMvkPMxklk8tgVV0JC9KSlPqBRdvGTP/lF0TJh3bNVEIErGoK7p7V7C1q9MThYOmQ7OuUKVgwoDKj3LyCyER8eqJiLcHQI/LY7Cymt7AKVetqjvvK8umdOwM9659tbZ11QvjOnauq0jI7u/+eRWh1vjNshq/WVXu4eWmgJEyKdWRYp1pDi2bnx03KNZt8tr8Juf+EHSTYrrJYgDASLi9LrO8ujixqLY0Hkjqyq7uhHvDnqh3WzTlyssFtsvD0okevVgIkBM/qaeddlq8oaGh9eqrrx4nhKCvfe1ruxcsWFDQu8fJ5Dz81AMYBeCdXB6EMYHzLto66lOf3njCxEk9E1MpJdEbcfeu+7BsQzzucsx42v6ovagWXq0326+rp1XeuqU02rqlNEqMo2RkzD/1jK3V8y5bMz4Vc+vvPlHf9EbjlN29HYFh36ImCBoTMEsnho3aEjcvSXNKpwxK7kqwFlNQzuZIuImivZyPSQru9xFzzImdC9ISmtoCoIUgmEflpRXB9MyRRalFuknd7VHv8qZu/wbdzOlsaqG6mcZNCjm1OMZPf/rT3U8//XSxoij81ltvLfiKfjI5Dz8XARjQRIvBqKhMuK+5bs2kMxbvmOUPGIGOdm/78ncqV+i64piJZwdDUW+IdNUvAsmuXB5HcIauXeFE165wAhAoqox7Z567afQpV66euHFZdetrfz2+efO7o3qHW2var3DXxLAxalzQrCUCxXSKNcWUZpGzMeB9EQAXUazb5DU+lW3MxzGPlADxlKF0pAylAxDwqLykKpw8eWRR8rRI0rWqudu/sifp7snFsVWvkuScSoQAkQMr5qmqikmTJiVVVRV9E8MKmUzOw0jYtzQMa4OLrBcdmXfKrrIrrlk3bdqM9uMSCTXe2hJoa2/zbXZSl/XhsPbi0dZEsHwelRBpC6YibcGUy2OwERO6ij77i2dn9Xb4E2/+7dgdy/4+ec/QXlctMNLHiyaGjNFVPrMqZVKyK826UibZ0rviIert5by6SojNCtk3CWtgCGlD6U4bSrdC3BPwGKOPr45MT+msZU+vd/nOHv/2bE4kYwwcgNDT8Lq9cve6XJPJeXhZBKADQFZOfF6fwa7+3Nrx535i28yKykRlV6e3c9UH5WuSSVfhbaBhMoV6/SNFcdy2bSH1tMqb11R2N6+p6C4f3Rs49eqVE87+4vLJq54bt/O1h4/b2bKxfMicEF1MKBNCRtX4kFHrYfDGDIo1x5Wdds5KBgAFMBhgRDivLFWUgukaNQVLx9JsByCafC6zYnRp4qzRpQnqiruXN3UFPoxrala66YmBp5Pwy+ScezI5Dy+nAdhxtC/iD+jKl7/5wZRzL9w2zzSJt+/xt7/79ogVnBduCUPWEyiBwjUw7oDud0JHc1G8o7ko7g2m1bHTW8tOWLxlTNOais4n7py7qWl1VdzuCAfLzYRyXLFeWxc0x2ocWlSnaJtBHU7qYXERxaOcVxVScv4YiaSutiV1tKmMB4p9+rHlY7pPiqbUdVs6gm8d7QQyghDchMJNKExxTo2EoUgm52Ei7FsaAjAFwGODfQ1V5fT5htX1l16+4RQBYMumom093d6CTRR7o0igSqhmyu449peKeYxtH4zs3KHwrlH1nUVf+t0TJ25cVt36xJ1zt7RtK3FcvAejkGDHFOnV9WFzvM6h706y3TonR5aDdFvJuYYLwZjju7YPzuAsHk2zLURCCbiNmuk1PZ/rTrje39IefDepq4P67AhPmeHtfsEjoqJMMJG75OwrG1Tv26OPPro9y5HYRibn4WMWgHYAR3xCZExgydXra6/+3NpTfAEj0Lw91Nze5o9kP0SbCICivkoRPpK1zfnFTSZ2rqvo2b25NDL62PaSrz/02Mmrnq/b+dRdc7ZF2p07w5sgMDFsjji2SK8XgGhPsvY0J0cPezCAM4Ie5aKkSKGCL1kpBJmxtGsHI7E75DHGzxrTPb0j7n57c3vogyOd4Z0+/icdRpp7hACVjQ3szFXMkkzOw8kCAEecfM65cOuI6xpWn1JekazY2RzcuW5N6TYndUFmA0V9RSDBoRzt2ubcM3VFbF85oqtlgx4ZO7217Dt/b6x55x+Ttv379zObEr1eB3UzCtQGzLKpJfokleDqTrOuhEkF09JXQcmYMCuKwAo+OffhgrRo2rVFYdxX7Nenzh3bObu11/va1o7gmiMZ61fcTEv26MXcFIwphduz4HQyOQ8DYd9SFcBJAJ4Z6HNOXrCrtOEbKxbUjuut3d0S2P3esqqVQ3VpD/UEK4TKCyZxAICWcplb3hvV4QulXceftn3UrPM31r761+M3v/Sn6bv0tGrr2P8on1k0tUSvD6gi2KNRd1SneKFd0LmJ4jHBqwTEeiqw2A/H5CwZTbGNLoUHq0KpkypDqRNbIv5Xtnf6Nw7k/4kIgqlkpmOGz1fkGhLDWk4kk/PwcByAZOZ2SOGitHrLz948ec5JrSe07fG1vbesaqXtJTVzjPX6q4RPK8hu+mTUo294q6YtWJrwnHTxunFzP7G+9m+3Lfxw3etj8v7v8SnCNadcm1zh5RURjSLNcbaz0JJyHwXQAVCCi1CAUd7L3OaDbrJYxHSvc6tmcXVx4vSqUGr2xrbQ090J92HX+Ssq6emoHpLJOXdkch4eTgaw53APOv+TW0Z+9dsfnAsIvP9e5SotrTi+m/doUdLtg6F4oBqOrVo2ELEuf3rd62NaK8b0BD7zs+dmrnph3M6//2z+5lQ8P2uk64JGxfRSfUraRKo5xnbmq3BILimgVJTz8gBjQzI599EMpUczWI/fbY48blTkqvao542NbaH3D/UcxaNo6ageEpmKJFL2yeQ8xGVqaS8CsPygj8m0lmef2Dq9eUeouWVXsCN/EdqLegLlcBmpAm3gHaC9qTjevSeYHD9zd8V//u3/Kh/574Wrc9mK/qi17OHl7SnWkSygceXDcRPiMSFGIIcV9ZyDkNDU3WmDd5UF07Nm+/TJEOKglToZgwmQ0BKm1xMY3Mxv6dCcWiZVyp5aAAEA/XZVnf/JLSP/9vS/rpkytWPiB8srVw+nxAxkllC5jSHVNWekVb7x7Zq2zp2h2Gd+9tzMy3/8Yr03oGX9u14XNCrOqU7NC6o80Bxnu4ZSYgYAFZQyhPCnhfDaHUu+mJylI0nXWgHopJkBkdYDB3us4iIjHTWC+YxvOJEt56FvFvrp0h7OreU+ZDCFku5iURoryM3YDydXreih3FreGwFQgFSM81KPorTYHU/+WK1ooZAu0rpf6IaXfN4IKfuuS1dcTEvH9BDgHXbnjnyQyXnomwqrZOdH9h5b/mB55erhMLbcr7g3JBSugUTBj48eTF8rOltj0fuMLcfZrqEwtnwoClE6KUQxgGGUnPuQILeahsFdIpYsg9cVI8/HE8AUF+npmAhxUxBThvbnwA4yOQ99xwJYBljFRG66ZdkJiy/YtrB5R6hpOLaW90YJTwgKd2wBj2zqa0VPmLW74ht/ebTsvq+f/cGeraUDbvEyCJpTrk2sCZg17Umlfai2lvenEqWSnBfbHYetVKaTQoZI634R/lYRuds4MptSefxMiel8MnGR1YmHDBVawHXfMBjrPziZnIewzC5URQAiwZCm/Oqel86YOLl7wuoV5WsSCefuqZwvlPAWQeGOrlaVTUZa5Rveqm6rntxZ9JU/Pn7iX39w6oo1r4497PaCXkW4FlSmpwZU4d8ZV3bZvTlFPqmAFgf8hV7K86gRCXKrKaG0eUTvuZzclASDydPwqEDSHUBW97/W+L/KBvrYZ555JnjxxRdP3P/3pmmSpmn09NNPb1i8eHEsm/Hlg0zOQ9sEAD0T6rv9v/jNKxf5/br/g/cqPxzq65YHLOkphi/VbXcY+UXYtb48kuz16Ff99IUZz993woYX7z9h18EKzJS6eWBBVfoEg8NoSbDWQl23PFgECEbQk0IEA0S9dsdjNyIIELjQhJ9clCRGwtCFy21jTIsXL44lEokP9v5dIpGgE088cVJ5eblx5plnFlxiBuRs7aFuwgmz99DvH3ruM4DAqhXlG2RitpDBFNKZV6jmsGk5762rJZRY/+bo1tOuXVl/1W0vTFZd5gFZtzZglJ02Ij0nYVCiPaV0DrfE3IcJKznbHYdjMHBiMIQm/ExwxnW47A5pf0uWLBmbSqXYo48+ulVRFLvDGRSZnIewKz+79ryf3fHqjNbd/tbNG0uah+vJtV+ZyWDDuX5Cstejf/hy7a66GbsrvvKnf8wsqohnTrIC00q02tnl+rT2FOuIaEO7CMfhKERaypoUJvUhCFKhg8NFhvAIfvA10fn2rW99a+Sbb74ZfuKJJzaXlJQUbGPEMW+olD0RrY5FtLrPf/rqDWdtXF+ybveu4JAp3p8tw2ky2KGYuiLWvT661eUxlK899NiJ46fvDi+s0o4bHzLHtcRZy3CZ+HUoclLYQQlSoAOA1o0yYQrbm6h//OMfS+66666RjY2Nm+vr6wu6V0wm5yEmotX5APy3lmYXvvRcTW86pR62Tu5wNNwmgx0aYfvKEV2RllDyK7987vT6+Tsqd8VZiyHIQbtc2UcFNCMzKczuWByJwRQCpPWIUq4L2+Yxvfrqq/6Ghoaxt99++/Yzzjij4AsLyQ/bEBLR6gIAfg6gevXK8tWCD+/uyENKeorhMoZ9q7CPClJdmyor2t8fmTz2q28G6s7eHLI7JqfYe1KY3bE4EREJDhLkIl3vRSnXRN7nh23bts11ySWXTLj++uv33HDDDUOiQSKT8xAR0epCAH4JwA/g9d27guWqiw/75VL9GuaTwfbnEuSqMdWxJgm9u9sX3bmsJjL7C++OmnTBuiK7Y3MKOSns4IgJLkyhkAKDuaDpUVGczwQdjUbZBRdcMGHGjBmx22+/fcgUi5FLqYaAiFZXDOAXsCoDvAUAPT2eEpersPYozhdKu7xCEcZwngzWxy3IPYqrtTpEOg2RAoBUxGs2vTU6Mv3aFSOZymnd36ccdi30UMeITF0Iv91x2I5Xcvie8uz9KwJAnBhXeRAqADeRZqCSkUhDGVxxEoaKAV84P/jgg8Vr1qzxb9myxRsMBk/Y//5f/OIXOwqxNS2Tc4HLJOY7AKSw185TibgaUl1yTLVfmuohEmau6w2+v64p/M+XVo3e0xX1qwrjU+urO6//1PztOT7sgO2TmEnscyGnRT1m81s1PVOvWlXFXJzW/N/xtq4HX558vez95OtVncYevwFd+a/Ku5b13bcm9V7x24kXR3aabX4BTqVKZWJR4ILmCZ4pWRvWYYBuAMNmA4yD6v5//a4ZNhKm31vuaScGDgDC4C4joQe9lcEWV9Cd0/HfhoaGroaGhoJLvocjk3MBi2h1YQC3A0gC2Gf/1VRSDYeLtHZbAnM4MlS3oOyWG9zfyg07w3/4+5v1ly+etXXu8WO7hQB27O7y5fKYR8IFco3iaq0Gkdb2S8x9tJiHN70xOnL8ktWVpqaI9f841rYWtI/8xgzfvD260Nnzscfq9r4vyRPKLN/C1ome43o95DPfTjxf+Ujk3slfKL15Zak68BbYoTDANIbR7lRHighCcMGIWVXUSGW66ndFU+2xUUTBXWrAndUKYsOBHHMuUBGtLghr8peB/RIzAGga87tcphxz7o+ueMBETmciP/biitEnTR23Z8GMCV1ulyo8blXU11Y64gTlEqRWm+pY/RCJuY+ecPOmt0ZHpl29YsTEczfYNgZ9rHdGZKZvQWepUnHAZ3qWf2HnNN+J3X4WNBVSMC9wdptKKm/Wtxx0u8MjxYgMQwjP4R85TBGJ/dc6k8oM1eeKJdti1UZCc8yFaaGQLecCFNHq/AB+Buv/7+397zd0Il1XfC7Zrd2/HHdrJ9M629XWE5w8bkTkv+56/PieaNJdVRZOXnbWjB2TxlbZusRDFaSO4upYA0Lbvyv7YLSYh+9cVhOZ+fnlI01dEVufm+DoMpY79W3+lEiqI1yjk9l6TQYYJiCT80EQQXAOtv9CZ1KZrvpcseSeWI1vRKhZ9bnkPJgBki3nAhPR6lQAtwIIop/EDABdnV4fY8KUBcH6R7rqEwrP2TaZ0XhKFQJYtmpb5Wc/cdKW2799yfuTx1X13PXwK5Oj8ZRthRqYIDaKq7UmhJ4icUSJK93rNXcuq4nMueGdUTUnNmWtRZptvWa3+mjkvokzvfNbqtTqrCUCBnABMLnW+eAOViWMVKarXlc81RqrMdOGnWW4C4r8oBWeGwCMBvDmwR7Q1ekNKLLAxsEZigcsd8nZ73WbADD7uNq28aMrEi5VEZeccUIL55zWbWu1bf3wSK7UCAhxpIm5TyriNXd/MDJ68jferCmu7XbcSbbH7HQ92P2rY2tdEyPnhD7dnO3XJ8DUMYy6toUQYoBbnRMRP1SFMHIxjXmUVLI1VsMNbnslsf1xzgmAo0p9yuRcQCJa3XkAFgN4FX0bqvb3uB5PQFHEsC9NeTCU4+Qc9HvM4pAvTf13XdiyKX05VypdIE+SxFHt0BNvD+g924uTp/7wpTGecMox548Oo9Xzp+5fThnrru+5qOia7ZSDdXKMYOoCjrsoyRUzbqY0UxtYIiUIzg9dvpO5lRQxMlN7YqMGmvTzJZlMeomo1e449uaYL5d0aBGt7jgAXwXwMoBDtoqjUXeAMZGz5FPwDOaBktsJYfOmj9/zzpodFdtbOn2GyfHYiytGqorCj60bmfft68KChcOClSSIZ2WsuGtracrUFL7wpldqSMlPY4MLE7rQyBQGAYAuNNKFRkIItOrN3ge6f3XsJM+0jvPDVzblKgYSw6vl3PTwzpW7du9iaSOtHC6ZEkEI8/D5RPGpcW6YrnR7ojJrgR4FzjnF43Hf9u3b3YZh3GJ3PHsjp13BSAeKaHVVAH4PYCWAnYd7/D8fHT+7aVtoctXIxPZcx1ZoyFBU5cPaU0RpNGcncQAQQuCvz7xX8/aqbZWGydnI8qL45Ytn7ZgwpiKvM7a9gryjTLU2TqLXpCxekJBA7bymoqY3xkTe/e3ctqy97kEsS7xU8e/Y3+r2//0Npd9f8VL8X9Xr0ysqVLj2uVI4M3jx1ln+hVnb9CUuRHkRY80VinLY7+BQUX562cgxn66ZpgQULw7VHSEEcROqy88GcPEpIDTuYz41Sm6WtUl7g8SJqNUwjFtmzJjxrM2x7EMmZ4eLaHVeAHcDiAP4cCDPefjBSad2dXpHllcmHXES4VzgR//1xtmtrfGKW34y77GRo4K2LSmipNunbKqeK4pju+yKIV9UQWoNV8elIZI6iazPQVDcBo1duKN4+X0zWzc/XR/J9us7TUKI0gBR+whV3Wp3LA903z99TXrNuDRPuRVSeLWrZs/lRVe8N8pVbct3SwgoCV2ZVl8Zu2OATykCcAaAb1245sbVOQytYMlubQeLaHUE4LsA3BhgYgYAk5NC5JzJDY80bjhGdTFn7HDEiQ2Hy1ECaCRXRxsQWi4SMwCYmip2vlvdO+vz742sPG7PsCjQIRyyKfqCwMKt/1XxgyfuGHVX40+qfvpYESuK39v9+wU2hiQgjiifRAAsA/CTx6fcUZWjmAqaTM7OdhWA6TjEzOz+cE6MyBldIlu39oTeXbZ70qWXTVp++EfngSAiOOO9yaUqro5kABvszOyBSke8ZtvaytjCm14ZE6iMDfW6CUI45JxZ5x7fG1bCmUmfAgQSPWa3bUViiCBw5BcuOwHsAHDb41PuGBYXd0fCER806UARrW4ugCsBvATgiFqdnJMCsmdW8L5xCDxw34cnn3t+3fJg2OWMpV3CGS2fXCrmrNQnKJgAz8uWob27wlq8PaCd+oOXRjPVGR0kuUAYVALKmediz469seXLS77V+o3L308tP2Zh4JSVNoYjALBBXPZ+CKtn8NuPT7nDMe+tE8jk7ECZmtnfhdViPuKWDzdJoRzXjh6Iv/3fhmMCQVfytDNqs77mdNAEkbBpOVM+uAW5S4VSESfeK/J4qmtfV57wFKXVqVeuLMvfUfNOCDinCMmZwbO33zHqrsZbKm/923z/gpWjXWOcsHvYYD51bwKYC8DObnnHccwHTdrHlwF0AxjUujshYPtuiNu3RUJvvdFyzLWfO/4dm0PZB9n/1uRUlVBGpSFSPO8FFQi73x8ZnfyJ9RWlEzuG7HIjB3y1DlChVqbODJ696cHuPy3qMW0tDiP4kY079zFhVTv89uNT7ijJckwFSyZnh4lodScBmA/gvcG+hhMGVdd82FGRTBreW29584KvfOn5S//ntnfOA4Dbbn37/Mf+trHevshsf2typoSzUkWQK53jceaD0ZMu3rWlNHHyN96sHqrd2w74avXLhMEMGGq70W7nBhN0FBNR22A1Rr4mu7ctQ30CR0HJdGf/J6yryEEXEWFMmELYe4W/6PQxO2bMrPqo5b9nT8L/m19/sPj6G6Y9P66uyLaNEwRZ/ZKOPMMeBbcgd4lQKmLEbV3S1LWlJDVmXnPR1CtXlq14YEbW1hg7BAFk+3ARFxz/jP5j0gL/wu3lanl6t77b/+eeB2cHWSg+zl1n66YkdHRfrfcBnAere/vV7ERUuGRydpaj6s7uw5jgsHniit/vMv1+10drLg2TEwCUl/tSwaDbvupl1iz2IXdlbl939v4+7t5uenNMrGtT+ZDatvQok0/WbEivr34t/spUQxiqm9xajWt065dLv/KcSqqd8R1tk2Dv7u3VF665sTsrURUoWYTEITLd2d8H8ASOotUMAH++f/LpvRFPeVlFsiUrwQ0hFPcElC2jZg+lIiQlnJUWCaVsoK3me59ZVvr+5hZ/Vyyhelwqn143KvEfZ83uKgp4OQC8tGpL4P9eW1XSE0sqAFBdFtavXDSj64Txowa8y1Pp+C6vO6SpT335vK3ccNw+B4OSEKLET9Q1UlU32x2L0wgBltCUGfVVsduz8HKzAbQA+NGFa24ctglKjjk7QLa6s/swJrhTiiU4jgOWmGVTX3d2gga+bIoRia9fNL/tz9/+9PY7vnDhzq5oQr39H69V9N1/7OjK1K1Xn7X7r9+5Ysefv335jnNnT47c1vjiiGgyPeDzRdeWkpQ7oClTrxpSs7eJbO+ZcCxC9gofvQ9gJoCFWXq9giSTszNkpTu7j9tjprhJcsiiP4ppgNOQ+dwPpjv7P86e011fU6GpioKSoI+fO3tyZH1z20cTiapKQmZ5OGACmbJPjEEzTGrriR1BEzjTvX3h0Jm9LQBidGQ1B4YLAah0mA15jkBf9/a3hvPsbXkCt1lEq5sJa3b2E9l6zUDQiHNOQ6MvMcuE29AgoDirnMTgFHNWrAhyJY9yEtjKrS2+mvLifcaGW7ujytd+9xM7GvEAACAASURBVK+alK4zIYC5k0bHx48sO6JtSPtmb5/41bdGPfXV87chnwuvc0AIoahgQ2oMPVuEIDc7yu1I99MGYA+s/etvy+LrFowh04IoRJna2V8CsApZ6M7uEwxpCc5ly7lfBEAROjgr6IsXBlCJUCpTEPGjeZ2XV28NvLRqa/i6xXP2mVk9oiRkPvzdK3b89T+v2P7Fc09sP652xKCWZ3VtKUkFKhKusQu3h44mTicQBOYiyOTcDy7gUVhWkzNgdW+f8viUOw7YjWw4kMnZXgsBlAHI6i434SItbspu7YMSipkGZwX9/pRwpZQDpkGD37f7pVVbAr976u3y7156auukmop+uyR9Hpc4Z9ak2FPvrS9atqFpEGtoCR0byhLTr/mgstDXPgtAUYmcUYbWYYQgt8JEtpdxGQA2Arg+y69bEGRytklEq1MBfBHWHs1ZVVKaipsmubL9ukOGaqZQwD0LCqAUcVaeJD7oVvNT764P/v7pZeXfu2xR64wJ1Yedhc25QEtn76A+U9HdYU1xm2zC4k22bcyQDUJAcYFky7kfXMCtZj85A8AaAFMfn3LH8Tl4bUeTydk+Z8Ma88/6kp6KimTcNNmQmISTEy4zBbNwW86lXCkzSOiDXdP86Burww+99EHZDy4/o3XquJEHJJtnl28INrf3qJwLxFMaPfjC8uLOaEKdXjdq0JXH2teXx6desapK8egFOfAsABIAKZS94achRlWYyMVe0hxWgv7icKscVrAnqEIW0eq8AK4DkJO6016faSqM66ZBqqIOvttzqBJuI0UpV9juOAbDJUgNCVYSxeAngT34wvtlCiP88M//Hrn37//ve1dtB4Bdnb2uh19dVRJLphW3SxGjy4u17122qHXciNIjmhC2t0RHwDC1Ln7MJ9eVfPjw1K7Bvo5dOKAohDQV+izCHBGAorLB9+QcxiYA5wM4EcBbOTqG48jkbI9PAogD6MjVAdweHtN0xeNTDZmc9+cy0iRIKcQFz6VCqdAhNHEUa0r/+YNrth3q/s+dNbv7c2fNznp1pra1FfFjP7W2YtNT9T3pXm9BrRfmEKoiu7QPSghyuZSjm5x4GKsA3PD4lDveuXDNjYU9eWGAZLd2nmUKjlwNYEUuj+PxGjFDY3buUONcLkMTghXcZ98jyB0QrOhoZ2jbJd3rNdM9HmPKkg8LrjAJF3CpkDO1D0YAbreSs5YzADQBCAI4LYfHcJSCO0ENAZcDaAeQ0w0K/H6jVzfkuHN/hMtMEy+8z34ZVyo18GQhLxduW1sZn7h4Y1mgMlZQvXYcUFxEtuz2VRAEFJfKc/3+fADgC49PuWNYNDoK6gtS6CJaXRmsLu1ncn2sYEiL9Pa6y3N9nILk1tPgLK+z2VXVJI/LVBUmiKjvBjASJAAIYZW5t/4kYXISKU01TJMJAPD+f/bOO0zOq7r/59z79umzvUq76lp12bItV2yHYmNjbDAQICGhk/wwaQQIgSQQQgvBBtMSAhjsQMCxMd294Ya7LcnqdftOL2+99/7+mJW8krbM7k5d7+d5/FianX3v0ZT3e8+5pwjUNEBfBnhdDwNwTZnnhv32+j9+vuGxr24fBgBA5KApTFJkRhEEIAokRAAiIKJAIVAIjoKPvz5coHBcyixHYpXqJMMBJAmx6N7iryS4AA0RTFL+1rjDUCivugwAbi/zWlVnUZwry+ug8AErR1bjSTS3mGNHDgXXlnudekSongMoODBCgfJ5nV8RItDQXFmTXUlVPKoqTFZlT9I1T1ZlT1JkJisSkxAFME6EEFDQ4nH3d/zvgOOZRoiFvxIUSAgnQhDhuNQDS1Y8R8GwQwOOIzHXlbjrSNxxJGbbMhM16k7LhBOJcioV/k8kwqk0rEnrLt3bFnyqwS8xkGTKCeMoOEcuCi/DpPN4xiceIaIASgQhKNDxKLMd6lqO5Jm27Ji25FmO7NmO5JmO5OVN2XU8ad7n2xyEpCGWusnGgoBx9MuUj1RouR0A8NY7+q7/+UIfirEozhVivK75GgB4vBLrdS3JjD76cJtRibXqEaE5KfCoBrM4JyNEYMBnKSGfrYX8ph7y2YahuQrjRDCGnAvkfFxkPE647VIvZ8mOxwgTfG7iSYhAmXApJKiPyK4d0ByFEI6EiIKA08KfLVPxslnNyWY1N5/T3Hxe9Sot2DLlRJc9WZM9WVc8RZOZjCiQc+RcgBDjQ/CYh9zNKJyuGYPB+5emPEb43DxgARLlRJY4lSgnAcPWIgGTECKQEkEIEUSmnDoe8VJZzYyn9Xwqq9mJjG7Z7uw6ojABqo5Y9HCRVxKMo19X2J4KLTcMAGcAwBYAeKpCa1aFRXGuHGdDoWavImUk3UvTSRCAnkdkSeJzLoFZqAjDTmJGbwbVnVScCREQ8FnqqULsMcI9jzDHo17OVOx4Ws+WUwQ5R4GerFicuq5DJ30fEQUqikd0w5aDQVOlEiOU8hOCnctqbq7Egj2pEINAxpExQYTLkKVN2eSCTOrdiCMh3nDBMe3YPb2ZuYemETxGucfoNJ6xAEViVFM9ubM5HV7anqSqxKRTBTue0S1nCsFmADJFcGTExe/RJAgATZNYpTxngEJHxathUZwXKRFvAoD9lVqMEIBA0B3O56RAMOTUXV1p2THsNKT87RMfUmRGmyJZX2s0G4gGzQDjWFEhngqVUZ9HxJSZwkKgsG2Z2bZ8QlwmCnYgaKqSxAhBAamUYSfiASuZ9NmeV3w1GQKArrhyQHO1gGZrEhG0WCGeDDums8CKuBpcFVfSuxvK2BITwfEk5ngSS5/Yhp0u2IrEaNZU7MExf3owFsimspp9fNPgCaGpgGVN4KxnuEDDUNhoBZfcCwBX3dF3ffOVO66r5KagoiyKcwVIOb1dALAGAG6r5LqNzfn+4UHf0kVxPh3hs7LEQ9VnOEpLJONvjuaCAcPWbEfyLEdyBsf8ScZJ1WtxZU5UQAAOYla2TCbYhHLUdUfq6BoN9CwbCueymhOP+a1k0m9blnKa10hQoF911YDmqH7N1YQA8DhhpiM5Hp9rKPo4CNaw32256LBRXnGefO3JBNunuUpHUya0rDPeyBjlgzF/enAskDmcMBQfkMHK2lgfcAEqAniqxCt5Hu8BwDEoJIZ9v4LrVpRFca4MVwLAYajwoPbWtvxw/9HAqkquWesQFNCkO+HWxnRTpDEbVg3LsD3JMS3ZOTYSjNdaYpXKiY+B8H7/wqj8jdv3+A4M5CRFJuKSLS32p961PgsAcNtDR9X/+sV+Xyxtk952v/fxd/Rl1/eGT2s+wxkRuazm5kBzEQWomis1t6Z8nd1jQceRWSLuNzMpwyUeJQHN0XXFUxgj3GXozcYz5lzAe752b3jn0bh0+z9cFm+N+DjjHL72y+d9dz97VM1ZLraEDf7u16zJvf0vUVMiJnESepU3Qgg5S3FyluIACFBlRqMBU29vzAQ3gdCtrC6yyZA1NhaMua682NhnHMYxIFM+hJX/2rwEAFff0Xf9zVfuuG5BHjcsinOZGW/VeTkA3F3ptReTwl7GJ3lqT8js6PTbXQCANkMzFQ9k7JTuosxqctIQEUglgcoDL404f//tZ4OffGdf5lVbWhwhAPb1ZyQAgCdfiklfvGVn4Isf3JzatqbB/eHvDurX3fBU6OefuyAeMOQpxVQIBMtUPMtUPAABfsNW25uTIaVzjDJORDrmdxIxv+l58qxF84f379ZV+eSQ+Y8f3Kvf+cwR9cYPXJRa2hxg9z5/TPn0LY8HN523Nde0/ZjR/6sVNZQJjWC7ErNTUh4AwBJCWhY1RUP38MplvQNKMuUbGRhoPBKPB1J1PxR8nlQ4GWwiSSg0hdkOAA9UYf2yU3eNGOqQi6DQcKTiN5+JSWGVXrsWQBDQ5rMj57QlN17UmTivxXBa45Y0NphT+uOWHHcQMoLRmn1tVE4MjsL7+q17fG88v9N67VntjipT0BQK63oKnvGtDx7VL9zYYp+/odlVZQrvvnyZKUso7n5yaMZGDYQI9Cmu2uS3ghoRipnTvNhYwMxmdFsL5Wn3qkF/S/eoofksCkWWsB4aTtPbH92vf/iKDSd93o/FsmRTT5Pb0xJkiAiXbOxygrrCX/iDEM0XHPXhdDldVYQDUM7RM3N6Ih4PDI2NBY8piqeuXn1ky7YzX9re1TXcIUleXc8Gnw9VSAabyH4AeHOV1i47i+JcRlJOLwLAtVBIYKg4E5PCqrF+tVApl1ZFcp2XdMfO3diY3igTLg/k1KNjpjxqM3LCS0bVtYBjzd5YVU6MtO06uw6nJFUm4tpPPxy+8MN3N/zZvz0WemF/UgIA2HcsI61ZEjwRZkVEWNkZ9HYfTU8ZFVMok0K6bTT6rIAmM9n2qGu5knu8pMlzqcinDTcd9zuSzLB9yaive+VAIBjJyEjYlK4i5wI+85M/BP7i8g3ZoKGcpOZvPLvXOjiclvYNpijjHO585ojCuMCN7e02cBCRjcM12c2OCZAVAic6X3FOeDajp8ZGg8dMU8m2t8V6zjpr14WrVx9eFQjkfNW0tRpUIRlsIgcBYPkdfdf3VGn9srIY1i4vywCgBQAeq5YBr6SksKjm+HtDZlez7rQ7HK2sI6VNj0zZ1QkVzxI1OjpS5kQTADyZc5ELgJ8/3K997bqtqd72APvvX+83PnzDk6HbP3dhPG8x9BsnN9nwG5LIWSeLKCKgJnmyT/FURIEeR2Y61BHThGWFQLByKrNyCpMVj0Sa01pjWxLTScNJxwKOYysnrXvzA7v1aEDjl27qcvpj2ZM2/p2NAbZhaYP7zq/cGUFEkCmBf3zLmemGoCbMIb/XdO4xX/zp08dXVhsmkBpUTBL1QrBtxbRtxaSUUb/PCm3ccKDDNNXMwEDD4aHhyKiYRfZ6PVKlZLCJCCj03H4NAHyrSjaUjZq8MS0gzgaAoWoasLQ3feTIoeC6atpQbho0x78mmlsZVLxw3qO54bzS73GcsckESp6HlHuCUQkpq6kkH4UTjaFgPl0SAACXn9NurV4SYgAA779yef7muw7pz+yJy4ZGRTbvnSSE2byHHU2FBCtEQEN2FUP1VMFRuBwZm3WmNYLryNx1ZE4IB81wpGBkSDGzmhcbCluOrfDDIxnyk4f26t+77tJJ24t+/mdPBo6N5ejPPva6eFvEx587NCZ97AePhHRVSp8ntbhN24/5iOoht6WaEjQmQNbp9B39GKMsnTYS6bSeMAzbv2Tp0OqlS4dWHznavHdgoGFooYq0x0iDKvGDVUgGm8hBALj4jr7rv73QOoYtinN5eRUUdnZVY/3Gsf577+xWFmIzkqDi6Wui2eUNmtuUdWl6IKcenazt43QQw05zS/HVmjjLAlWHcDNoyKI1qnGc5A6ICGJ5Z8DbdeTlELYQAvYey0gXb2mxddlT/KqrCQHCdqnLC2285wXnBMys5lk5FVTDpp3Lh/zZpOH+4g9Jkco55O3/fmcUAICPvxHv+Mpdkfe+ui+3pz8pvfGcZWZHg58DAGzubfI2LGlwH901qJy7ps31sjIPrRlTEs+21oz3zMeP/RQiiuypjZDPa9l8Xssqiqt1d42s7OgY6zl8uGXv8HBkdKEljzEBwYDiPV1lM2JQmFbVDYWKmAXDojiXiZTT2wSFD8wT1bRD0xlrbDIPpVNKNNpgDVfTllJhyExZE8n2tvicjrxLM4M59RgXc2u6j4adgZwWKrWN80ESRBEAQoxnYV1zYbf5k3sP65ed3W73tPnY939zQFdkIjavjHo+TTL/3/VPhR95cdQ6Y1WD+8M7D+qux/CtF4UVn+qCzajL+fxF+VQKIW+N2XmV6T5beu9bKXnN9nNyqVjAYYyI4aRJ3n/jfeGvvuf8VE9L0Ns7kJTufOaIdtH6DqclbPDnD45Jzx4ckz98xUYbAMBJaCyyaVirJXF2Oao6Fem5SKrjyFYsJg1omuNb1jvQ19k5mj90sHVPLB5KltzQKiAEEM7RF9Ldqjof4wxDIUq5KM6LFMU2KIS0qx5q6V2e3PPsU83nQgPUtTirlNNVkdzSTr+1xPJIfiinHGMc55XmSzTX9AQSEEgAZ9foo1zIHFU+oSb+3Zf3mnnLw/d/+Ymw43FY2RnwvnbdGamgIYszVjd4H/3jNZnP3vRiIJ52yKoun/jhx9d7mqowyy1/ExUhEPJZzSNEgeVLbUlakfQlxoI2f0nxAAAagxr3aTJ85MqNuet/8Zzvz6+/J5y3XYz4NfGW81eYV2zrsQEAzCG/G908rAOKFNRIrTkDIQepiM39CgiWpeYsS8kZhh1YvfrollxuNHHgYNvedNpXQ6Vjs8fjGJUpH5Dp1J3rKshRKFTF/KTKdpQUnHT8yyLzJuX0fhEKN9gD1bYlNqbp/3nj+g/09KafRlIbAjQbJBRkeTjX2RMye12GTsKWEx7HkoWhvdFwu/CITFS36Hm0v3qo33fbfUeDB/tzqu0yfPi/X31w4s9//LvDgZ/efSSUSNlSW5Pufvitq2JnrW8sKjwacuVmjwi72K5gMuU0oDoaJYK6nHgew3l275o7RGJgGLZMKMf4cMhKxQNOsbY0ntVv7Pn2lnh2f6So45cfHLoz8lhslz/nmVQikljp7zT/rOc1sRYtwu4afsp/z/AzwUErLhNAWOprtd+55NJYr7+tqGsLAMh5GO00+G5Ssg22AL/fChmGHUwm/SMHDrbtz+e1upwRbblkuV/1nmoJ2s9X2xYoHD9cAwDXXrnjuroeqTqRxVKqMpByeg0A2AyFHV3VaWi0zEDQGcpk5HC1bZktLYYdflVX7JzugLUkZsqjo6YyWkphBgAghpUBNrta8KBP5le9qiv9oWtXnOZZ/eb3A77v33Eg+pkPbhi565uXHLrigs70x254trV/JD9j2RYVSBEAixFmRMCg5mgRw/YJQDBd6sx9wlNp4B6FbNpw81ndjTSn1e4VAwFVt4u6zzhJjUU2FF9S9aqmTdkvbXzfsZvO+tihb2z58JEGNej9x55bWwAATOaQN3dekPjW1uuOfPuMvzq81Ndif27XLW02c4p6cTwBmkpFrnTCDACAkM3qqdHR4DFNc4wtm/ee09MzsARxjiPLqggTGAxq7qFq2zEOB4BRKEyrWjAsinN52AyF6VM1k4C1pCe9O5eVI9W2o1hkwsnmpvTKrc3pLeMZ2EMTa5RLCTGc7GxLqs7f0my+/vyOXGezcdp7fN8fhn0Xb2vJrO0NOZQivPU1SzKhgMzueKB/xnpzWaDGUcyYaa5ITGrwmX5Z4pLpUMdlhNVSwpHnUpFJGq7nSbyjd9gfbUmoMMPRtzVseNFNw3qxa3T7ml2/pAsAAAECCCAMWwkZAODK9nPSW6MrTZ2qQiESXNt1YTLt5emR/GhRmzCPg2xQSBdry2wQgoh02kjEYoHB1pbEkq1b9m4LBPJ1UyPtcQxSFCld4WV5febIABRC2wuGRXEuD+cD1Nb57tp1sYOWJQWrbUcxtBh2+KLO+DmNutM0lFf6sw4teubynEAuiOrlhSuVpBEGF4XhxRMfEwJg39HMjNeXGdUZwJTifNxbDuuO4THCbJd609UqVxcE21RYJuFzApGc0r18ei/aSWpMDtpUa84W3Rjm3pFnfH/y+BeW/ukTX1x61/DToas6zp00rPlMYr+uEEl06A1FbZiZQFmftL65dDBGvVgsMMg4so0b9p9VL160xzCqy2x3te04hcMAcOYdfdfXZDObubAoziUm5fRSADgPAA5V2ZSTWNqbTigKy+dzkr/atkzFqd7ySF4ZmW/CV7GgYaWFV5pWnuduasrf+8SQ/4W9ScX1ONz860PBsaQt5S1v2hsvASQUQOIoJg3bn+otezUwNasYOCeQLcqLRnCSGguvGy36Bntx8+bcTWf9/aFvbrnuyFUd2xNLfC2nRVeO5kfl/zr466a3db0qZkjajGFqT4AsE7AlnHqTVDoQclk9VU9eNBcY9Gte1XNpTsEGgDQAbKy2IaViUZxLz3IoeD41lY1JCEBHV3Z3JqM0VNuWyai4t3wKxHCywiMz9qMuhqsu6sy++Y+6k//8nReaL//w/Uv2HE4rG1aEzaBv+iESEkeFT+I115e3PBXFedF2zPDCG0a02V69QQ2y17Sekf7y7p+2pt3cieseyg3J/7Lzh22vaz0zeXn72ZliruWJQgnVbG2YDy970cSrZS+ac9ABAAKqV1ORwXFGoFAlsyBYLKUqPcuhMOii5ti0ZXTXbT9dvhkEHK6Ve7tEOFnfkF3e5rM7U44Ur7QoHwclz0OFmcKVVJS9eZWHICK8543LU+954/IUAIDjcrjmbx/sfvtlPdNmklKBssCTx4oqEpOCmqMLQDFTu8164LgXreou7egd9ifHAnZ8OGwfPy+34xpr2DqoF/KwZvdvZYKjw12M2WkalH18T+aY8vmXftz2hvbtiTd0bC9abD0Oik+trDgXQMhltbRlyvnWlsSShmim9aXdXS9ks8a0HcoqicNIi6Gw56vcFWwqRgBgwXRDXPScS89aAKjJdP6VaxJj/oAzmkqpjdW2BaAwxvH89sSZjbrTXA1v+VRoMBcXjlSU18aYAMth6HoF78ZyGFoOQyEEpHMu7juakYUQEEvZ5F+/+2Kjrkn8qos6p42mSIIoE7O0fYqr1re3PBUve9HBSE7p6B32UVroBc5tSSABVBvNac+dueBwR/8jwYSTIQAAI1aSfufArxoblKDXZTS7L6YOqv+665a2N3WeH5+NMDu8kKUtY/WSOU85iz67pSXeVC1bJiIEECYwGjGcF6ptyxSMAsCyO/qur9lhNrNh0XMuPX0AsK/aRkzFug2xp598vOWiUNgeq6YdzYYd3NyU2Wx7JD+Sl2siREYMO+vFgigYpUjZtOeNdzxwzP+lm3aduGle/L57lgIA/OQL5x2lBMUnb3yuZSRuSRIl4sy+hvyNHztjUFPptOedVIDMiMgjCghqjqFQLpkudUSNNOUoNZwTyCQN1/DbUufyQf/g4eacYynczcrc152S7DFj2vfg2eR+4/aBRyIOd1GnKl8d6DI/ufbtgxKh8OMj90ctZpNbjtzXcMuR+04c5Xx01bVDG8K9U9abuwLUBhkGSvnvnBuFs2jXkawVy/vX+3zmgQMH2g9VMyPfZdikUH7MUFitdjlzAcACgC6osZyfubDYhKSEpJxeBQB+AwA/g2kybquJZVL6tX/f/IGWttxeTWNVaYDQG8q3ro7k1iZtKZZzac2E7AAAWCLQyPNqkOh2RXMGqEDq96RGJjEzpNs+AoC2R9yF4y1Pj6I5RPc50vDRaJ62WjS1q9E6evuqir4HDFCyuTA6NLGvll51ShkNR7It2YyR2LlryYuMVWf4tenQvqjP/l3U5x6c+dlV4wIA+MGVO667q9qGzJfFsHZp6QGADNSoMAMUem33Lk89k4xrbZVem6CATU3pFasiuTVjpjxca8IMAEACZrJUiWGzgQqUJYlB1LACACCsV5AwAwA4lsJzad1t6YoZKnGJvydR8ffAYUIPUIjX2qvOGGWxseCgYdiBLZv3btN1q+LlQoyjHwBE2KiZxiNTkQKA1dU2ohQsinNpqdlksImcde7gC2ZeCnOOFXv/Vcql7W3JLS2G0zacVwbK1VBkvqDkeURzstyWi26GUQr8EjP8PktxGfEcj9ZUQ5FK4blUpBM+xyfbctOaEYPQ6UvPSokAQCZQ9kuiRr+/KBIJ3wjjhG3etP/saCRd0WEtLsMWn+o9RbD6swJmYBQKR4t1z6I4l5a1AFCr5zEn6OzKZqKN1uFkXG2pxHph1TXO74ifpVCuDOeVwUrVLs8VEjTjwqUV804iqhsIqJ7PdqlbL7XL5UJwApmxgENlRs54w7ONms+qSHKPw1HTJUjTitQ2zxWEbEZPZrNqcu3aw2d0do60V2JVIYAygaGoz9lZifXmyYJJClsU59LSB4UPR82zccvIM9mMUvas7TafHTmnLXmWzYgZM+VYPaQ4EN3OIxG8VE1JpgJRQLPmRg3KddeROBNYw8JQQQSCndI8CHq49ZIXG0ON6bK+DwCFXtoBScTLvU4psCw1H4/7B5d0j6xatfLIynIPvnMZadUkvleVeM0dQ03CxKSwumZRnEvEeDJYFxSGf9c8W7eNHCGUu/mcPGO/57nS6bcaNzelNycsOZa2paIaQNQKJGjGii2rmtP1UWCL5jZQIojpUbsO9iwVhdtUOLrgqZjfWX/e7mi4OVW2M2hPgEIRXJWIoqaG1QKeJ7mxWGAg2pBpW7v28NpyCrTHsTGkO8+WbYHSkwKAFdU2Yr4sinPpWAqF9nF14f1QKsTqtYknE3G1LKGx7oDZvKExszFmySOmR+puLB71mynBiSQ4Kfl3hCCQZs1tQAC0PLSJQCpqYO53LcEyMlfb8pKZ1b3ESNBet31PNNqaLItAOwWvOVZvp/ycEx6PBQZDwVzjur6D68rRUcxl2EBQZIKaVwPlZUWTAoCV1TZiviyKc+loAoB6CPuc4MJLj77AGMql7rfdEzRb1jVm149Z8pDlkVoYxj57COc0YMaELRulvCxFIC2aEwUAsBjaAAhY+B4uivMEuE0FDbgEAMDKaSw+HLL6ztkTbWyPlzQXwBMggwCo3USw6RECRTweGPIHrMj6dYfWE1JagXYZ6YgYzoM12hFsKtIA0FFtI+bLojiXjigA1GQG8lT4fJ63cfPoQ/ExvWTnM73BfOuahuy6sbw8ZHu1mZFdLDSciwlGJMFoSZJLKAJp0Z2oABA2IydaVqJAFFgPp/GVg9tUEJ97QhLsvMpig2FzzVn7Io0dpRNom4MRlmG4vrTnZIRAEY/5hwzDCq5fd3BjqTxox8MWSkQ8YtR0XfNk5KHgLNU1i+JcOhqgzsQZAODCS4/tRCJ4Jq2E53utJQGzeXU0t3a0jLOXKwpyQUO5MWFL854SVAhlO1EuQJz62ix6zpPAEJAKD6qtcwAAIABJREFUROnlUyLbVPnYYMRcs21fJNqWmLdAuwJUish8kqirfIjJQYjH/cO6bgfWrTu0vgQCjR4n7Q0++4E685oBAHIAUBMtiudD3YozIr4VER9CxDQinjZiDxE/gIh7EDGLiM8g4kUTfnb++OMT//MQ8fl5mNQChQ9FXaEonJ9x1vADibjaOZ/rdAWsxr7G7PoxUx52GNa/MI9Dg/kECMT5ZG4TFNisOVEBAPYkrw0KJIvKfCoIwiGC+LyT7lGOqfDYUNhae/beSGSeSWIORyMsi7r2mk+mINA+nxnuW3u4bz77Pccj7TLlR0N6XZ01HycPAKE7+q6fk77NU1tWIuLPELEfETOIuAMR3zMXO+pWnKEwXOIbAPCRU3+AiG8GgM8AwLUAEAKAbwPArxCxGwBACPGQEMJ//D8ACAJAPwD8aB72tECdnTkf59wL+/eqKssmE3MbiNHhsxrWN2Q2xPLy8ILwmCeCQpBwdmSuZ8/Hy6UQAOzxM+bJngaLnvNpCI8AnRDaPo6dV1liKGT1bd8dCTXNrczK4aDLKCydirrbUE8PikQ8MBQI5KNzzeIWAqjLsaXRbz9YBgMrAQcADwr39bkwZ20BgAgA3AcAZ46v/34A+DIiXj1bI+pWnIUQvxNC/A8ATDb0+80A8CMhxLNCCCaE+BYUxom9a4rLXQYArQDwvXmY1AB16DkDFGY9n33e4APJhNox2+9yo+4ENjZlNsYsedRidZr8NQM0YKaACCY8OmtPrUn1ooiA1tTCDLgozpMiPCKI4U16j7LyGkuOhOz123dHjWB+1jkBjkAtotT3WfNUFJLE/EOhUK5pxYr+5bP9fYeRDk3ie/wqq4uy0CnIQyEPaNbMR1uEEI8LIW4UQgyIAg8DwF0AcOFs7ahbcZ4BAqffCREANk3x/A8AwK1CiPk0EGmEOvWcAQC2bhs+Egw6I7FY8T23DZkpW5vTm1OOFLc8Ujc1onOBRrIj3FJm5T1HVDcgES5Z3tTCDOM/WFTm0xEMBfVN3cLTzGksk/S568/bHZWU0z3sqbA56hoRuXqqa54tQhCRiPuHmpuT3e1tY0V3AuQCZI9jY5Pf+n057asAFsxRnGdgVtqCiAYAnAMAsz4yXaji/AsAeAcinoGIMiL+JQB0wyRhDkTsAoDXQSE8MSdSTq8MAAYA1F0973EIATj/Vf0PpFNqqyii57aEgmxrSW2yGbGqPYe5EhDDyqLMnGIbk/hkpvslbliMWNP1yUYAXBTmyREuAeJ3phXdbNLnMo+IvnP2RrCIrrACAFwOelgRI6Wys1bhnPBkwjfc0zPYFw5li2o25Hiky5DZc7rCi56BXaPYUAgxl5rZaAsFgB8CwEEAuGm2Cy1Ucb4JAL4EADcDwBAAbAGAewBgshnG7wWA3UKIB+axXgQKO7W6pm9DbLixyTw4NqpPWyOIIGBLc3qNTLiSsKREpeyrNjSSGebOzAMxVMLlqOIF8x6xhJhee1HgYqb2FHCHCGm81nk6EsMh2wiY0rKNh2cUIJujz5BEUsH6q6yYC64rOdmsnliz5vAWVXWmPZbhHHQuMNgUsB+vlH1lxIXCUWOpKUpbEFEGgP8BgDYAeL0Qwp3tQgtSnMdj/V8QQqwSQjRAIWy9BgDun/g8RJQA4N0wD695nCjUsdc8kddecfD+XE5qsExpyhDuqkiuq0FzmsZMZcF7HxMhmmMS3clwS5mytIqiIE2aG7EYcbiY2ZXDV+L4qSIRDhXU7xRxj0IY64+arUvHjNalw1NunhigxATIEXlex1d1h2mqWdeVzHXrDm4ihE/5eloeXRbU3IdUiS+Ee5kJZah1LkZbEFEDgNsAoBkAXi3E3Brc1K04IyIdfxGU8b9r4/8hIoYQcc34n5sA4JtQ6Brzg1MucwUUvN5ZhxxOIQB1WOM8GR2duczmM0buHRkylk3mz7X7rGhvyFwxairDXLzyPD6pIT0MjEiTlVYhAjRpbtQTyDx+egnGFCDU/hi+qsBdIojOitq8cE5gbCBirdh8ODTVoAyLQSAii8HanjxVHtJpPSFJTFmz+vCayQI1jkc6JCLizQG7nnpoT8ecz5znoy2I6AeA34z/7uuEENm5/gOkuf5iDfBOODm7+vhurwcK/a1/CoV+1w4A/AoAXiWEOHVH+H4A+IkQYr6hWQqF9P2yYlsCr7li6Oonn7C3Mybknl555/duaf5R3zplzh+AybjkNUd27N8bXjM6onc1tZhHjz8eUjx9Y1NmY9ySR93ixWdeXP2+pzeMxd0TDSc4F+h6Ar/9b30vbOoLVj4Bj3BGGzKD3liwg/rNkz43n/vOc+2/eWxElaWX9eQj1y7L/snruk4cefzsvgH1W7cf8o0lHbK80+f9y5+ttjf3hMvuP9/x+0Hp5ruPybuPZqnlcHjppktOfGYGYxZ++nsvqS8dydDBuI1feP9a6+rz2096fy+87mHfWMpBSl829CefOiO/ZkmgfJ97AYBE4PWPPmXcuf+QlrZtVCiFja3N7t9uPzPbHvRzxjl858nnjV/u2a8lLZusbg55X7gm26Dmzx2x8+oJ2yyOPpWIbLUbjoxYKfk/9v56ya50f4gJjkuMxtwHl736cF+os8yfZYRkwj/S0JDuWLpkKHPocNuR4z/hHHSPY3NH2PxBORqOfPLQjVcfsvs35JkdkZDaXWrLCx/peMetXWpLOf/NDAr35bkwH225BgAuGv+dUXz5Bf2REOIDszECxWLXwHmTcnrPBYAPAcB8zq1n5K1vHHrdo4/Y2//7h03X9y6Xc2+5avhPHVcoz+7quqHUa/Uf8wVu/t6ad7W25fdoupdXKafnt8fPsjmx07ZUtWSRL33rQNejTycj//edLfNpGDNvvNFwu3CpSjQnBwAQVDzfp771YpQJ4n3+g2sn3Sw9sTMhvf+Lz4W/et261Nnrou73fnlE/+Hvjhr3fek82/DRsm527n92jKZyLloOh09/7yVtojgPJ2z87RPD0tolAfZXN76o//W1y+zJxPm6N/We9ng5IbqLakdeeuQrbfkmn8GDqiJM14MbHn/Kt2NkTL7p6suT3336Bf0XL+3Tbrj8klSr38e/8cQzxm/27dfv/ctLsnt+vynGGRUMULIY+Ns1vr/aXvNHn7t5pcUd8s991+71SSq/cd/vuh4Z29Pwv+d85BmsQCsuSpkUbci079nT9czoaDgOAJB36Lqg5j7aEiyP1/ypw9+46qLQGU+dE9w4MOSM6Z8/+t9/TpB431z+D98ox3rj9ACAuHLHdZ8o4xplpW7D2jUGhQok9Tz8oHXBFVcZv73k1cZYT69s/uuXorceOuD13X+vWfLEh5PC2wCwtTm1TgCKagqz63G466FY0+UXN1f9rHtieFujXAnJzO+w6ecx/++9A/qrtjbaF25udFWZwPuvWmIqEoHfPjlc9sHwF21qZG84t83rbtZP+5y2RFTxp6/pds9cHeGU1NARuEAAImBZNMyCqiIAAAQIIIBwNJWhAAD3HjisXr12pdUdCnKFUviLbVvySdPF3+3ul1duPRAEqK1w9rCdUs9tXB2PKD6mEElc0b51JOHmlLiTrUgUkzHqpVPGyMoVxzbouqVWIpz9L0s+dPvF4W1HdaKyHq0je0Fo630jbrzcU6M4zN1zrgkWxbk0lF2cDx5w9WxWRM89Xzt8/LE/eo0xKitgPnifWZYJLJe85sgOf9AZCTG+PqR60ZglT5btXjF+c99Y1LQYveayluon9IyHt8GR/Q2qG7YYcUAA3PvUmLrtPQ82vPojj0Y+d9MeX8582dHcczQr9S0NnHgAEWF1d4DtOpKtIUWcms/fslfd+r77/a//+GPGzXcdnXM702IRAgBQIADAL3bvVy/47v80nP/d/2n86Y7d+ru3rM8BAHAh4NTUByEEPLnPEo3tCT3QmgzXQjj7OG/sOHPwkbHd0ZidkSzm4s/7n2xe7m/NNKiBikUkbFuxLEvOr1hxbKPHobklaP22kv2zX8zvWx2i/v4yLyOgvo9t69v4GqLs5TAD/Z4GANDaKp10bq4qaKZSfMbynrlACMDVb9j/oLfb99HhjHpEVFlCfn7ncPP2MyKxcFCuugcEUKh9jjAE5hHqAZrvfG2n+dG3L882hBSx91iOfuJbuwKf+PauwPUfWZ8BAMhbDAOGdNIZbdCQRNacvAtWLfH596+1NvQEmSITeHRnnP71jS/qAABv/6OuWZeIFI1AON51/IpVy+wrVi2zR3N5/L+de/QVDREGAHDekk7n1h17tAuXdDltAR/7+hPP+LgQkHVcjA2H7dVbD/gP3L/uoHDLvpcois3hpZl7hl9sestj128lgBBRfPZn1731pUrbkcnoiWAov3rt8oGH3HSoYuMyvzf8882784fP/1D7tV8u81KLnvMiAFD4IJRVulrbJAsAYGjIO0mIbUfooRApT+mDAOhw+HZfwD0yEDNCZVmjSA4czqs79mRDb7qsteoh7ePogIbfcNB0ZC440g3LQ15TRBWEIKzq9rOPvXN59p4nx1TbLeixoVGRyZ8sxOm8h35dqvnEj3PWRplPl0CWCFywoZH96Wu7nTseGSrv5h5FIbQ9gSafIa7pW2X+9W/vDyUtC9+zZUP+wqVdzl/86u7QZT+6tQEAYEk4yMKaJtJpXSaM5Hq2HKyJ8YFccPj7529Z06ZHzNu2/82Tvzz/7594U+fZ/X/3/I/6Rqy59QifK44rh1Mp3+iyZYNLdZ9ZVIOS+fLdodu3/ir+0J+8o/myGy8Nn3Vk5t+YFwQqkKRbThbFuTQwKLM4L1sum34/xh952DreYB3uuTPf6DqgX/AqvSwhIjosr0IHO6Jt+Wd9hptOpNRyFPUXxU9+OdjS3a7lz9wYKmlm+lwhCBjh2GGjyFKfneSOpApxcnDweILP8aTLlV1+b+ehzAlBE0LA7qMZuqbbX/PifCoEx8POZQQRQPDTm7gwztHyPBjJ5okqUfibc8/M/eod18TveddbYn+2eX1+IJOjm9vahEK5bcX9iWBLMhDuiPnLa+3MJJycNOZk1Dd3njUUkHWmEEm8uevsUSEEPJc6VDH7GCeqy4g/aDjPMY/G2pcOvLrcKTNfH/jx9t8kHn7Hu5qv/PrVjZfsLutiBRAKjUjqlle0OCPiOxDxUAkuVXZxBgA47wLtwV/cln/tfXebDYcPudonPhq/emmPtOOii/WSN6hHixg0Jl8qNH4AAcTGvtgLjBE5m5crssueiONwvOf3sabXX9o8XOm1pyLMSAsHYB4KBxXXppqb+8UDI/5UttDj+cBAjn7x5r3+CzY1OJpSiK5de3G7ed/TY+rDz8Vkx+Xwn3cc1m2Xw2vPaCl7mJ4xAZbDwPEKzoTlMLAcdmLjMPHvnld4rscKzz02auIjL8ap5TBgTMCjO+P0B787Kr/u7JbynpOiAO4B3PzcTm0sbyIAwGAmS/7tocf9rX4f742G2Wguj8dSGQIAMJDJkk/d+3Cgr6nR297VwQIKS4IgkBkNZrs3HWyXlJm7jZWTBjXgtagh69b+J1pznk08zuBnxx5vsrhLV/rbKlIWyAVSy5Gao0HzBVlmpmWqx2TFbWnpHO4r15pfPvaDi+9PPfmm97Ze/dXXN1ywv1zrnAIBqF4CYCm0ZcGXUiHiPwJAuxDig5P87B0A8FkhxNIJjy0FgH8SQryr2DVSTu/ZAPBhOKUDWamxLYFXv37omif/YJ/DmZCX9so7v1+GOmcQAPI+/Spg4BcaP5GAlkorviefb9oWCdmjqsIqNoHqtt8ON3z1u4d6f/X9rU/5fVLVQ1U6oBHlpCsPIjGxO+fb/m5n175jWcnxOEQCMr94a5N93bW9+YDxctj6Z/cNqN+87ZBvLOWQ5R0+7zN/vtre3BOmDEVZhe6n9/dLn/ivXaf1Bb/3K+fmupp1seIdd5/muX3oDT3OX715mbPnaJb8zTdf1I4MmwQRoC2q8bdc3OG+67XdZfVMiOGi3JKT3vyWftw9Fpctz0O/ovBNrc3uh7Ztzi0JB/kLw6PSP9z9UGAsb1JDlsRFPd3Oh7ZtYx1BHKMoTtycA80pv5U2rAOPr6zqfOK9mUHtm/vvWrI/O+xngmOzFrLe1r29/49aNpS9Da4ARNOW2nyacyQStA4ef5xSZuiGtfLQniXfN3N6yRPn3rDzI99GQEbg5N4I/7f2Kx8u9VoT6AUA58od132qXAuUW1teCeL8FAB8Qgjxu0l+duIFRMQ/BoAwAPwWAD4FhZmdnwSA9wox/Y0z5fSeCQB/DYU5nnUPHZJX0Zh8KfexF+CUeNfAkK9x197IhqZGc4ASXhOJWZWEIGArI8sdANNDcXJXOEHASxmNgIITiRUlXFSgIgmiMCivONcjxOei0mzSkR+uLmrzKQSgzYgeVL2EQk9+bxA5RLtjkUNPLetP9jfUxNFIpbEcqVmSeKY5nHv+1DifpltdnBN7/47eWxdIR9kVAJC9csd1/1yuBcqtLXUb1kbE+xHx3xHxVkTMIOJ+RHzDKc/phsIO6r7xv29DxCcRMYuID4//7Dg/BoAsAHwHCh1ePgEA/zKTMI+ThfFWb/XOxHA2THIQ1d6aG+tszx6IxbWWU89YXwlMDGef9kPkIAXyCWBEFhyLzRR9BTZBLQ4ic+QWLfrVsRnRfQpLnyrMAACihsLb1cBxpTAAsMZQ/sXJtLcS4e0KowJAci6/WCvaUu8f0j8FgK8AQAgAvg4APxifn3mcqwDgN0IIBxFDUOh5+jMo9Fz9Kyh09TqOgJPFiEPx2X5xAChLOVOlkfqVCwUVKUGn7gm7clnyUDDgJOJJtSayYCuFCqjpgCG78EWbHMoZDZgJ7shaMZsXUfjMveI2OcWACkOWUYoSZ9tDTaXc1KYZ2uDkVZc5lHWsO/KK+tx6jBgeR6MpknuWEDHFPQ2Fldf2R5uSF8uKo07+nLrCAID55KhUXVvqXZx/IoT4vRCCQ2FXEoJCOOM4VwHA7eN/fj0A5ADgC0IIRwjxBwD47oTnvg0KMznfB4Wz4y8AwKfHJ1fNRAIKH4a6hqRpI5pkpdDE0emehwCwcW3sRUIES2eUcIXMqzohji0uCHOGKZCAsudQw0oJR9Jn0l2BouxlePUKUTiyjDzjTcxlqBIE5ldZeqYXMhsLZKNdYxEtYNZG4XOZ4Rxl25UaG0L552SJTzvWljGaZ4xkWruHz6yUfWVEhsJ9ea5UXVvqXZwHj/9BCJEb/2MAAAARowCwDQo7GgCATgA4LE4+ZD844fdvEULcCOM7GiHEPiHEnxcT1g4pBxwAyEMhlFK30GHlfCGLIYCpdtcvI0mcb14Xe9ayJcO0ph4vuVDQAX2SQM1BUdTcbqI7JiqeyRx6WhLWRE6v5F3kBBIHlptenBkHiQNgSGPJYl5HzqiwsprV3rfwvWchEE1Hbgn5rV266hUV4rUt9ag/mNuiGWbVS8/miQqFiOZcqbq21Ls4T8cVAPCAECfa9vUDwBI8ubt8z6m/JIQ4NJtM7QnEAaBuP9AkLnWgg51C5YMzP7uAz3CtdWtiz6XSaoPj0gVx5j4VIU6aXTzxJS0K6rPSSATjrjTdpk0ALLrOk0EkgTwnTxmm4AKoy4kSVFmC4MwbyuPk4n4z1JwK+iKZut5MT4cARMuRWg3VHQj67KIz1DknDnNJvLVz+Jxy2lcBNJifOE9HRbRlIYvzVVAYeH2cX0JBPP8OEWVE3AIAf17C9UagXkPbAoCOyhcKWQzALLsRNEWt5OrliRfjCa3VXaAC7RMYIEJI7mRJYNOBAqRAYawk96YWaFGBoSn1CFIOLDd56RwXSBxG1KDKEjKZXaa74ESYad3sWH+kpTSW1hoIli21yDJLNITys274YVnqMd1vrfUFs5FyWFchdCifOFdEWxakOCOiDgCXAsAdxx8TQiQB4HIAeAsUziJugMKg7FIxCgC+El6vYtBRuRc9jAiFz6k1ZkdbbmTlsuSLsYTW6np0QZ3lISAGBbY4CHNrEkG4kIL5OAgA7k25eRGwQL+L8wFljix/uufMBRCHoRZQvaRC+ew2TOPkkj7TCOX0YEuyPjfU02DaUqsssXRTODdpZvZMCEGY59CRlo6R80tvXUUgUKieKXnP8EpqS90OvhBCXDTJYwgAgIhXAcBzQoiRU37+KABsPeXX/qVEJg1BYQB3fcEBSUy+UCji2Hwu09WeHeYcyb6DoTWNDeagRPmCqNv1CwgBIHjI595wg3AuBfNxL2U0cI/Kp9ZACxQcYdF9PhkBKHPkp3jOBWEmml9hKZWKuTfCEQj5lM/s6DvSkh4OHVwoBwtmoZY52xTJvYA494+UZakD/mB+YzCaaknHQzXTma9IDABIXrnjujk1LKoVbVmou/U8APxThdeMQR3WOtNhZTVyUIXM5x0CWtKZGexdkt49FtPbFoIHTQAwwLHZgdmdNU9+Mc6lYD4GHCk/5bURFRicUndQAYIjCPflcnEugNge0f0KS2kzZB4Xg5nSLcVnK5HO6vfdLgWmIzVTIszmcPY5xPkOfUDuONJQc/vohXW4bTSgcD8uBxXTlgUpzkKIO4UQd1d42TjUmzgzoDQhXSBUPm3p1Gzo6U739y5J7Y7F6z/EHRAkKhAZm9AGcl7QkwT6xGdFoBD4CmzoMh1EYcjzL3vN42fMWkBlyVIIcwGEXNyX6+g70gJY9a6w8wDBdKQWiQizJZJ9FklppjE5ljIky15ztDnRPfOzawofAJRl9nwltWVBinOVGIU6a0RCh5U+AcCFJNKlvG5Pd6Z/RW9qZyyutdZrFjdBQL+ARrsUXvNEKOdSKB8DgXg8SWzRcz4dojFkGYUDFITZ9lAvrTAXsLOaQygnDUvGgqW8bqUY75fdKlGebY6WTpgLoLBteaChJXZBnXnPAShkUNc1i+JcOg5DoVC9Pl5TAUBS0pmg8LIMAujuyAytGs/ith1adyUrPo4hLtDjsyjRKZrxM2gQANyVVI6C4aI4nwT1u8QZNBgXQB2GWlBjcZXyMgxbQcinDLNl2WDVxqHOFQGIli21yjJLNUdyJQhln47ryKOSxCLBaLqeMttDALCn2kbMl/oQkjogpBywoLBbi1bblmIgcakTOWil9pon0tmWG1mzMvFcIqk15/JyXZ3r+ThpcItsODInjgs0Cs4cSQFYVOeJEJWhOWTA8XIpdY5Z2cVgZzVH8dmKL5qZtmFMLcEFSqYltyuyN9Yczj0/n+Sv6UHwXDoWbUpsKs/1y0IIAPZW24j5sijOpWUHADRX24hioAl5s5BEWc5lJtLekhvbsmH0ibwp+ZNptS42LhqgTgCoh6K8w9rHBRpl5nBOCIjF7+MJNEbtIQPDmjc213Kp4kGwsprdvGyoLup6PU4005bbAj5rf1M4v7PcuzrbVoZ0n7laUZ162LxIUEgIO1JtQ+bL4s2gtOwEgJr/gqNJ/Ghhr1DFUCXWi4Ts7Nlbhx8jRLCxuN5a69Os/ByjHs6jTGc2oADqN1NC8kxgVAGBr/jvJEMuIwD4HToqkRIl482AmTTMcHs8VOsTqxyPBm1HamwI5Z8N+e2jlQi3CEE87tFMQ+vY2vKvNm8aAeDAlTuuq/tSzpr+INYh+2C8/2otQ0flPkEhWUwP7VKhqczdtnnk6XDIHhsZ0zs8Rmqyxl4CoJrAgAsw5XSjsqC6OSozRzAizWLc5MJCALoeUdSwwzCl5EnZQrWnwxkVrqW4DUtHQpVac7ZYjtTIOWot0exjhuaWq/vVpDiOPBSMZLYC1nwr+GYoRDDrnkVxLi0HoTBUu3ZfVw6EZOgWofCKeM0ToUTwDWtju5Z2Z/aOxfR205JqLrvdJzDsITgzTZ4qNYJwB1EA1Z0sCERRo5uXcsEFEJcRWVOYqYYd5g0ZZQ5ln46Z0q3m3uGGWstMFgKJacttlAqrtSH7uCKzym4cAcDzaAZBSNGmmi+rCgHAS9U2ohTUrojUIeNJYccAoGYzP+mY3AsIHKiYWzvKeYIA0NudPrZ+TezpdEaJprNKzXgqiAh+jlEXRMVvfoJyBgIRUHCqO1kgggtG6rpOvFgYR8o4Ul1jOUniLlE9ZCNGec/7J8ExFZdIjIRaa6elJ+Oo5G25XVfdgZZI9hkyyz7ipQPB9aRYpDG5uTrrF82CSAYDWBTncrADAGp2HB1JSFsqkQg2E82NZmLb5pHHPY8osYTWzGvgHFrn6BcIULKmI7NAAIAg3ENRCGlT1c0j5Y7wFvY5tMdQBgHo01iWEs4AAFBn1BvVKy7OAAhWRrOblg3VROKi69GA5cgtkYC5Mxoy91U7nd+xlGFFs5fovnytHt0tmGQwgEVxLgc1mxSGGRpFF1uFwkerbQsAgN/nmmdvHX48GHDiI6NGZ7XD3H4BURegMolgk8Apd3BCxjZRPJuobl4wlBZamJsLIK5HFIkK19C9LOL4LFyJIwAATyoV3yABAJhpwwo0pv2Kz6ra680FUtOWWxlHrTmS+4PfcGqktzVy5tFEQ2tsfbUtmYIFkwwGUMeDL2qYfVAIrdQcNC6tFhIkoIYO1WSJs019sV1DI8bIS/vCfaYl+cMhe4ygqKiNFFBSBBpZMnOP8c/+54HoQ08njZG4I+kq5eduCuU//u6eeDQkn5Zg99n/PBD94S+HQp/5i2Wj1766JTvddQXlDjBJBXi5hAsp96juZLgj68KjClLuQTkao1QQj6EMAKCrXo7Sk6MUNOBSNqq7M1V9f/aBJ6MPHR4wRnKmpEsSP7e7Nf/xC7bGo7rGAQBu33XA960/vBgZzVsUAKAnEnQ/cvbG+HlL2qatXRecCMdUnGjXWHDopc6KJl0BFLxlx6MRn+4cigTMg+VoLDIfHFsZ9gfyGwHEIzVYmd8CAC9W24hSseg5l569UOixXTPnVsfBPF0NEi9XQ/h50dqcj20/c+j3Ab+brIYXrQvwMYSiQqmEoPjiX60YeeJupS8nAAAgAElEQVTmbYd+fv3GY8NxR/q7/9h72lHGkzvT6u+fTekNIbkoL5AT7iAnp2dqIwiiunmiuGY9e9ETvWWf7mVOFWYAABJ0qHsoMGPzF4Iovvjq7SNPvO9Nh37+x5cdG86Z0t/97pET78EZ7c3W9954yeBTH7j28B/e/+bD79iwMvUXv3qgNWnZM97z7KzmRNrjFW3neYq3/EQ0aO6vNWEGAGCM5hEFDYQztXh01wQAf6i2EaViUZxLTEg54AHAIwDQU21bJoJZEkIGASGJTLVtmQpF5mxT39jOvlXx57I5ORxPak2VqonWBYY8EEVlCH/i3T2JjSsDjiwRaIoo/O2XtaWeeSl90mbCdjh88uv7m/75g71jklRc6rcgnE88dz4VlLhLdSeDRPB6O4v2GMqcI9VVL6cqbArxFUD8ruQcDM4ozp+4YGtiY2ujI1MKTT6dv33DytQzg6Mn3oPOkJ+1BXwMAEAIAQQRLI9hfzo3Y5manVcdLWhqsuZUpKTN9WjAtOUOXXMH2hozj6mKV7PfUQAAxmg6FEn3VtuOU1CgUCnzTLUNKRV1uQOvAx4EgA9BDdXbkZTUI2jph4+Xg9bmfCwasX6/c0901fCo0RkK2mO65pUtg5oAoCrQyBExpzDmo88l9WWdxkln1V++6XDkzL6guW1daFZn2FxiJvGoLibxKgHghBctPCJzR9IBkWMNz87mAghjRJIl7kwtygWIzyPCopwn1FmfNz96dEhfFj35tT6aytA3/M+vO03XI1wAXNLbmetrjs4cHREIriV7obaEf+xgS9m+M1wgtR2pCVGw5kjuiVoX5eO4Lo0bgfwqAHi82rZMoBsAnrlyx3Xla7lbYRbFuTw8DYVyKgkAauLGSbJ0FUgiWW07iuW4Fz00Ygy/tC/clzelQCjoxKUyCJEm0MdQeGIOR/F33D/qu/2+0eD3P9N3YoDI07vSyt2Pxf2/uGHjsdlej1NuU1easQ85Styl1PGOn0UD5R7W0lm0APQ4SgCTny1PBo04srM/ZM72LPOOlw76bt91MPj9N15y0hCXrlCAPf2BtxzOOS7esfugz/F40Rd28ooTbo8HyiHOAhBdl4ZcRoK1erY8HZ4rpTXdXq4Zpt/K69PmUVSQdgC4udpGlJJFcS4DIeVANuX0vggAXVBoTFJdHFTRJe3cz56utimzpbU5H2uIWr/ffyi4pH/Qv1RVmRkM2AlawraOOmCAQXHnzRO5/b4R32e/c7Dxho+tGtq0KuAAADguh098bX/zJ9/bM+Y3pFmrPafMEwACBRBxyg2bcwHXfPLp8PP7MtKDN54d72jSuJCc/A23Hfbf9uCQHs+4uKbbzz/9rtXW2iWBit/s//abL2q/emxYkqXj0XYBH31bb/bdl3WdeK8ODOTJZ27a5398V1IGAOhtM9htn92SlCUCxOcS91BwVpGG23cd8H32gScbb7js/KFNbY2THkv4FFm8bf3K7Kt/cEdnZ8jvXdLbOWMUxs5qdrQrFkHKUDBasuREx6MB16NhRWaJlmD2MUVhpR1JWhFQMEbT4YZUz1Bef6Ha1kDheLYZFtB5M8CiOJeT+wDgTVAD4kwT0hJBRKaS7TpLiSxxtnp58sDSruyxvQeDS0dGjS5d87LBgJPAeWZ1IwCoHIMWill5SLf8esj/lR8ebvj6x1cPnb3h5XDq4KgtHRow5Y/dsPfEAJRsjpHP/dfBxoeeTuhf+9jqGcvYuMQswogsThn48J07jui6Qk76937750f0XzwyLN/0jxsSbWGDfvV/D/nf/cVnjLu+dG7Ob5ROVIpBAOKV29v4F9+/NifL3Dn1vRlNOvjmTz8TfsvFbdZX/9+ajF+TxHMH0hIlCKgwBMrRGyi+M9gtz+/xf+WRZxu+fvkFQ2d3tc4o6kxwOJhIy1BEa1bOqGAuZaHmlJEcjM5bQF1GfK4rhSnlucZw7mld9eomijUZnkuTvmBuJQDUgji3AcDhK3dcV/X+DaVkUZzLxxMA8JfVNgIAgGToCijjaMhKoames351fE+2K3N0z4HQsuFRo9Mw3EzQ7ybnWh2mAOoAQsxmbvN/3tof/M6txyLf/tSaoa1rTvb0Ols0757vbPn/7J13mFxXef+/7zm3TdvZrr6SVsWWbdxBhtjYlIQWhCEhIEIvoSSgH72HEAKEJARI6MpiujABbNNMDLhjW66yrVWx1ev2Ou2Wc87vj7srr6RdacvM3JnZ83meebbMzL3v3p17v/d9z1tOaoLwqg89vuQNGxYPveJ5rdMKAUouCizgJ00A2nMky7f8/njsq+87f/jajz50oo7+d1t77Y3PX1RYsSguAcj3/W3b4Hd+d7D5/+7vsV5x1RJJTAUocVnaeIcvglJEKrAsMalQfuuXh+KLmmz5oY3tJ7rTXbomHQAAb3AN/2CqADm9HLfND3bWffuhzoZvbbim67LFraft7/rHn0xevqS1sLKhLsh6Pn37wc50dyZv/FnbomnnLvh5y08vHkjORZwDyRzP542MlN9Ql9uecPy+yqtAmjmBbw4kUtmLDdO3At8se6vVU2gDcEvENhQdLc4lIm3t6xr22o8jrL2LromABKMCWyUTsmbq/5IJP3/p0/q2Dw3bySf2p9d09cSXJRPeUDLhzzihJqYoOd0SqnH+4/sHmzgH3vypHYsm/v7Rn15xgHPCklbnpJA7Y6TSSUM2TVIHPRmKS48UERQIBCWlwoe/sTv1ob9tz6STJ4fKpTr9tkQB6DwyFPyVsTBQvmGDVEmSxqQEF5JxzmWQcESGSCVuebDPuuBNfU0NSUM+77Jm7wOvWplNxsLLzH07hszlC2PiDZ9/tO6hJ0bMBQ2WfMeGttwrr1nksqRvuI81T7ul7H/cs62JE+HNN9568v/gXa8+AAD7h0bMr93/eMOw63Gbc7W6Me197S+f3bWupWHa/+tCxnHTC4fSgOqe6Tq4kGR5vtEIAOlkYXcq5nXVgiiPoxQJKVm2vml4WV9X896IzWlFZSWnFQUtzqXlNgBXIkJxZoPGYhA8lHo2cQTUp93MMy7ueaS336nfsz+9prs3vjQWCzLJhD883SYmMUl1Hs2sl/bum541o6WKO79z+eGZvF6RgjSES4oMRcrf/KvDsea0KV/yrFbvUHf+JNfyOZc2ej++5ZjzvMuavSUttvjilv0JKRUyuYCYKVwYwpO+YauAWyAliSkxV09aSOJSEudMipgjsuNtN9/0oqX5T7xuVaY5bandh7P8/V/fmfrA13elvvn+C0YBYDDjs+33jhpfefd5Ix0fetrIXY8Nmm/798fTS1tt8ZynKeYfTE17vXn3e/72jP+Dj1x12eBHrrpscC5/Z+CZgkhRojHjZAfOXnsNAIFgcT/gdUoRTyUKe+sS7tFqSvaaCSLgI8l0ZnXE4twAoIAKWD4sNlqcS8u9CNedI4NleJviqlIyKktCS1NhqLmp8EDfgFN/+EhqWXdvfJltiXwy4Q9bppgy5MZBBgdMQZVX+y0NUeCumdrbNSq++9sjsRs/P7nQ/MMrVuTyBUlv/Oyj6bwr6eXPXlBYuSguGurMUIAJillBAWbgqoBbMuAWQDgh1NNEKSIhYUhFZHLp244sjIvyOJesqTvhna9bnhT/+IY1mdd8Zlu968lR22JIOFxetLpOvuzKBR4APOeSJv/KCxu9PzzeE7vq6uUF5ZV3jXw6BK7pp1qH42cSZ6WIeQGvCwRLciYLqYS7NxnzuhirzhyP6eL7xkAsXlgdsRkrAdy+oXNTxX125ooW59LyBIBBhGn+x87y2pJALlsKjpoWZyAMOrY0FoZaGgtD+YJhHT6WWHysK9GmQIjH/ExiYv/mMSwFR1BUU37OjOSiYMBM379jyBoc9dmLPvBAIwCM/wV/+aEHG97zyhXZN714aeETb1yd/cQbV2cBoH/Yox/dcix2xfn1J9+UEBSZwuWmcJVghvT5U970GULeUoILRYwAmIb0TEOdlug1FWwsjDteorZueVIc7MqftqhsxAVzOxsjmZJ2NnzXDJKNmTiA02rghWS2H7C0kMxxLL+rIZXf7VjBSC2Fr8+EFKxApGw7Voi7eSeK/x8BWA7gixHsu+RocS4haWufGvbafwrg1YhCnBVAPi2QcVkxzVDKQcwJvLXtwwdWrxw50NUTbz58NNHW3RtfZttBNpX0h8drpS2QrRQJlHl283RQpCAMkbv2WYvsqy5qPCEMx/td9qp/fKT+Ox+7cHjN0njQPeCS60tqWxCTR3sL7OPf3p28cHXKf+6lTVMuYxCXAecygCImfW6NibQCU4JIybEaZS4VMYPLwDFlfjr15T+/s8t+3qVNXn3SVHuOZvlnfrAn+ZyLGz3HChttvfbPF+df9elt9b+5t8d60foW7+7tg+Y92wet9/6/9oL3SLoim0f4edNPtYyeqDtXIPIDlgwESxEgEzHvUCruHuO89paNzg5BCpZN1mVb3bxzIAID2gAc2tC5qSZGRJ6KFufScyuAv0fYa7usd5eUY+kwqWg+XjgARgqLF2T7Fi/I9o1mrNiho4ml3b3xpYypwLZEoSkukpXqOQOAMIJcwnTiTgudWIsVMryRaK23ZDJm4MkjOf7er+xI9Qx5POFw9RfPaHY/+rpVGZpO11NSkllBAVZQkD63hc9tSMYUAYYhPcsMcjSD0OyPfn/M+dR1TyY9X1JTnSmff3mz+8FXPZWZ/fRz64P//Pt1I1/Ysi/x3q/trFva4ogvfXJF/iKzLZMXldmJNPAMwa3AUEym3YJlC8kcyxADjan89rjj988XL3kqlKKCEy+0AjgQwe5XA/h2BPstC6TKO/xnXjLstW8CsA5h57CywXvM1azPvEbFxe5y7reSCQRjvf1OQ09frHWhz88b9plLXHqWoTzDFBV3E2Pl7UYFKMWKfxMhJHEhYEhJHARlW7JgMeWTYizwuCMFM4kpwZgSLJyGVdyLBVNwzh9MDP9wbY8ctSpqfVYqYiLgtpRkNi7tjx96ZOVxbzh5IG77/YYhIxsrWmmYltdCgNq7Y9UNZd51HYBrALxiQ+emqEu5SoL2nMvDrwC8CGFT9rLdDVGetYKpigwXRoXBpVzUmutf2OBm/MOpxXFTdGdyZiqTM+qyeTtlGNI3DelZpnQrIdwdmEHOcK06xcScxVkBEGMDKIQE50wFjiXztildw5go/gJ2zM9KSSzwuB343PFdI05h2FswLsVMPOqpMJrzpn8k4VaKMEvJDCGYLQSZAMGy/NF4POiPx7zY0vbuI31PmJHkjVQyIuAjsURhTQS7PhfATbUqzIAW57KQtvbtG/ba9yDMLNxXrv3Ol2Sw2aAKPAWmvJgj3Zjjui2Nbp/nMyObM5KjOaNueNRqZFwJzqTgXAUGVz7nsmgtQ6eLNGSBXNRN1s7zrO9VYEISV5KYVGBKgZmGcmOOyNimdPlZBJYxJS0nyFtOkFcKED63Ap87vscdgIiRkiAlGVNirERrBtYp8EbPzN6ybE7lTrNFKWJCkqEkM6UiLiUZjEnftoKRZDLImOZTg1aEx8mpzzYAOHSGTc5LpGRuBElhHGFr5E+WaX+RoMW5fPwM4dpzecR5niaDTRfpGiliJzcfsUwZWGlvqCHtDUkByruGU/CYky8Y8bzLE0FgGpxLwZkqo2ArCFPkWMAcxacOp54qxFIRM5gSnEvPsmXBMKRvcOWzWa6REgGGJTzDEp6TwIgQjMuAmUIwU/jMkj53QFDTFWyW9LnySfmHkiX3fCYRYg4AhiHylhVkuCEKpiHyfIqkN+GaBach21xqO6uTSJLCVgPYtqFz0/Ey7S8StDiXjz8BeB/CmaMl76s735PBzoZyeQOdQewYh0rEg3wijjzgDQLA1IIdZjkTQREpxQiSkRKMKcmZknMNAfs8KNiukxJQQqowrxogKICUAhVbiKcD51JwLoUZNoAAAEwl2EQqHAcVrllLIsBscs38tuasAgv/klmiFEEpcKWIKUVjX8HCvRFJNTMhngzhc5+bwuKWbwjPrNgEwqiIICmsHcC/lmlfkaHFuUykrX3+sNd+A4CrANxX6v2xLG9RrLzZ4dWE8ngdxYIZdW6bSrBdn9tBQEYgGQ8CMvyAmYEgy/OZFQhmSEmMnvIqAUCd0M3xb9RJXwiKIEOhIcaUJFKCSzKYIV3OlCAGyZmSjEIvvpRCPF2mEmwlwZVkTMox8STFKREYmcdaucibjQBABDlWP/2UUp9ybMZ/qxB6w2PtTcGY9BkhYFwGBhN5xlTAmAwYVwFn0p+JEE8OQfjcizVkUpnuhkjC8JVMEPCsEyssKdPuWhCO4a2pCVSTocW5vPwGYc2zgwkXsFJABdYCBp1VOgkqYBYUcfC5Z0AzDhXj4oz/SyWBQJARCMaVAlNqzI8EoBQYASqU4/DlRArEIE0uA4MrAQJEwYi5A4k2Ix5U1QATzqUAh8CE5XJalE2o405XYyJ/HIn8WNiZGUoSU2FIgIDwqCiAiKAApcZdbAIUY0owJoO5TiWbLlIw367LaXGeBBHw0VjcbS/T7s4D8NMNnZsqIomwlGhxLiNpa1/PsNf+awCXoNTes09pnak9OcpnNspY30wMMJkKTHP2GdfcCfLMFHnh8xg3xYx6gVcUhiRW59vuLUtP9BsnUtLgwgOP0rAzowImjJjnnP2V8w8pmcuYTIIUQZW0xKEFYb+IX5VwHxVDZVb+1zY/RDh/NHm2F84FElQHQs2WGcyJgNmg6feVrhTMuny39HgsajvmAluQS4gn0gNq1KqqtVspWGA6XlUf+9JBSoEC23FLfXwuBrB5Q+emeeF0aM+5zKStfYPDXvtPADwfwF0l25GgpLJkVYVAy4USzEIVTgritnC5E4wKj8e5JWadT/Cxb+1tvPWhwXj3gGfEHC6vubg+95m3tQ+Mj7T87m+PJz/8jb0tjsVOeEHXXFKf+94nzuuZ0x9gC06JwPQfbu6f03YiQAoeGLavPecpUAqeZXuJEpZTLQHgowbnNk+FFudo+BnCaVWNmKShfjEgibhi2nOeDBUwq1rH+Fl1+Z58T2oVN0V+tmnOnJH62vvP6Xlae8IbygTsHf++u/VdX9zdcv0/X3AiQW5pix089J2nz2jU5dlgC3LxYHtjH/JG1UUtZMACngrsqO2oVJSiwLL8eAl3cRGA/9zQuamqIi5zQYe1IyBt7csCuA7h2nPxEeCQZOsyqikIWKyca87FhJnSN+LeUOAZs74QfuZt7YOXnZPyLJOhtcGSb37JouH7d46WNiQZCwyyJA8ebSzJzWipkQELuCnsMjb4qyqUJN+wgkSJNt8OoBeljDRWIFqco+PXCDvdLCz2hsllcTClveYpUIKcmcwyrjSsukIvBLOUpKKcv3duG4qtXRY7KbO/a8Az1r3mvranvW5r2xv+ZUfr3qP5OUXZ2IJ83H+kqQd+5c1snhYqDPFzK9DRxslQkIYRlMJzJgBPA/CNWpzZfCa0OEdE2trnAfgWwiSHokIuS4CgveYpUII5YNUbVSCuhJFwB4TH53wx/NltPYmf3tpT99m/az+xDnzlhenCH79y8ZHtP1x/6JYvXXzUNpn6m09uX5TJi1lVU1PKMwFFYkfD8FztjRIpKDBinhW1HZWIVMw1rCBdgk2vA/AEwrkE8wotztFyK4BRhAPDiwb5lFBanKdGkI0STHkqJ2bS7YdkphprRTkbfnprT+Ij39zb/J2Preu6/Ny6E5GW1UvjwbnLEz5nhEXNtvjq+9b29gz5/L7tw7NYc1VgrflE8GBLNwSras9HSSZMx9PrzpMgJXmGIVJF3ixHOODim/PNawa0OEdK2tonAHwdofdcvCrPgBIIu+hoTiVsIGmAoWrD2gBAXEkzWegVrjGrdb7rfnM8+bFv7W2+7mPrup57WcMZS1MobAkChZlPL6ZG11EFIxBPpqu+ckBJEobta895EpRkHjNEsctDLwJw74bOTfNy5K0W5+i5H8BDAC4t1gbJp0Q11vGWg7CMqjaGmJspdwBMCenzGZX4/PfPjtR97vsHmn70qfO7rrqo/rQucr/+U1/sUHeBS6XQP+yz9/7Xnub6lCGuOL9uZvWlhiTWUoj7dy48NqFhadWiFCnu+NpzngQpyeVMFtNzbkI4eeprRdxmVaGTGyImbe1Tw177lwB8H0ArgLnVkgKAJAekPedJEcwAVbfXfAIC7IbcMbcvuYIM4U23POwz3z3QxDnhbz65fdHE3x/8+bMOAMDdjw3HPvSNvS2ZnGDJGJeXrE0WfvrP53el4saMbmrY0mwq2FXfL7vjtdE0QpLkhtDXzElQigXEZLGiCgzAswB8eUPnpr4ibbPq0B+0CmCsMckXAXwAYf/tuYlHOJUnUu/wnKv3vLRvQJwIuUqpyA/Ab+xY+tvnX5mMrJxGqZmHZisZbgnXSLh9Qc5qMGL+tELHPb++cv+Znv/Xd64a+Nd3rprT/4gaCzYEqeD+lpq5uCoFEJMVE20USuKVt33vBQcyAy0/e84bf9Geaops0I1SUFS8SOzFADoB/KFI26tKtDhXDncAeC7C8PZcJ67wOc3hKwK771h9Uv/bv/vwsYvvuC+3LEphHmNs+bR2sOoK/UHBrJM+d5h55iEcZSEMZye83y47UO1JYCehaGwOVmXwpc471lmMV0oUSIGKIs7j4exPzMcksIlUzF3gfCdt7VMAvoSw7rl1ThsLPeeK6YDleYp+88fMqr9+Sd0TUdsCRTUnzuPhbenz2Ngs40ipuXD2UyhilbF4/vjg8dTvju46573nX/1Q1LaMoTA2SmwO6HD2BCI/kTVPkbb2DQL4IoArMIfsbVLgqCAB+p8tg8vyBWW9+02N+6K2BbPIOK4GxsPbomCWdKDK2ajFcPY4CgQiFfk1UyiJf3rkd89665orHmqwYhXSbCg8rYjmdPNyMYDtmOfh7HEi/6BpTuMOAA9jbtnbFSVAP7xheM2z18cPLGwxoq+9rrE154lYdYX+2WRvF42xcLZ/+6KjNRXOHkdBYW7iUxS+3HnnurQVy7+6/ZKi9j4vAmoONy/j4ewvzvdw9jhanCuMIoW3K+bD/cj2QvLxXe6iv/vb+uhD2gCiXosvKRGHt2s4nB1CICVLOq/4rHQOdaV+dbhz3acvecH9UdoxBSQVm81yGgPwTOhw9knohLAKZCx7+98BfATAzQBOq0U9E4ogqEK85/++bmBt2xJz8MXPTVXImMDaqHGeCm4J10i6fUHWajRiftnaZVJLPoaAZC2Gs8chKChFkeZy3NtzoCUbeM7G23/wUuCpxjCvu/NHf/nqlZdse/d5V0V0E6zGv8zm/FoPHc4+DS3OFUra2nfnsNd+LoAXIJxhOv0PfVjHG3lUJF+Q7ObbM6ve+bqGbVHbcgIaT1ypXaxUoV96PBYUjKThBJlS749SnsXqPce9cfm+mgxnj0MgqGg951etvOTgcxet6Rr/+XB2MP7e+2964b9d/tI/XNCwMMoubARAzuLUOheACeBzOpx9MlqcK5sOhOPSrgBw7wzeJythbfXbPx5c5vuK/8MbG89YV1tmal6cQYDTmD2a60mtFB6PcUvkS7YvW3C2OJf0fr/kkBq2o88pKCmKlIzWc06ZtkiZ9ol65kCGw0gWxesKaSsWZeMhUjP3mhcCWAvgHRs6N5X8JrLaIFXbUb6qZ9hrTwD4JsJ5prum8x5jv3MNebRI2fJISY2rQpRrxPxjyfUs6R8t1javu6m36bs39S148lAhXvAkH7jzsq0Tn7/h1oH0p795dPmxXt9Z0moV/umdSw6+7JrST2iSPjMLvcmVzBJZZsjiCyeTxFaN1gcPN3WLx5uGir79s9CTKRgf/d0jy7ce7ku7gWDPWt4y9MWXXL6/OWGXpPY31pBpyvbXdffuaKukm82KgEjyRCp30c6H131lmm9JAvgLAB/f0LmpUsrBKorIQ5+aM5O29mURrj2vxXRnPxsqB0U6KjIZXAZQs5/kNBkNdUbwhg3N3R9/2+KDpz63a3/efse/HFj7969ecOzQ/138wN+/qvXo2/95/9onDhZK3qOZmdK3G3NHhGukijX7+SkUWFsmJQ8mh8XjjWUXZgB45w1bV+X8gP3pnS/Yds+7XvjIUME33n7DfatLtT9iioRXARUHFQgxZUnJphuhMQA8B8BmLcxTo8W5Ckhb+44C+BTCAv2z1rEqQ2WhijjlqoYgQ/pQoGKG/a99TsPwm69t6V+11D4tce+7v+xrOXdFLPu2V7T2ORZTb31Fa/85K2LZ797U21ys/Z8J7gQ5q67QJQpmuph56rQol1BZ0/fvXNQVxSrBqOuzrYf76t9/1XlH044lWxKOePezzjl636G++r39o6WZHEWKiYJZIXXFlQVj0pKCTTc0fRWAuwH8ooQmVT1anKuEtLXvIQCbEd5xntErVobKQel8gilhysMc5iDPhB378vHzV8eyE3933qpYdse+/KxGPc4GM+kO8Zg3HLhGXTG2R40FmxxpeLcsPQIZzfK9UmHywMT7DSnDGuRtxwdLcmwZlzxwrRlVTswXGFO2CPjoNF56CYBBAF/SCWBnRotzdfELhHecV53xVZbMkoJZFouqEOLShSzPzUsuL3ld4uT+x+kkF5m8LF9kgwC7Pt9FTPnC5XMTrrhvsOZCwvu/JYeQNyLr61znmPLiRQ0j/3FH59L+nMu7RvPGV+/dvRgARl2/JMeWmOK+9pwnhZi0At84W7b4SoS9Gz6xoXOTPo5nQYtzFTGhQckAwtrASVGWykKL85SQoQqqTGvy8RgTI1lxklgMZwRPxlh5hY0Apyl7RCni0uexWW3DFpwvy9b5dy08qvpikXuQX3/5+j0mZ/Lqb91y0Yuvu/WC561eOAgATfFSZI0rEJdGkD996UIDMFJm4Btn8pwXImzP+dENnZuiHn5TFejQZ5WRtvZ5w177RwB8GcDlAB489TXKljlAJ3eqRUcAACAASURBVIRNCZcFeLwoId6zcV57LHfvY5mT9rVjXz7xZxcly9YgZBziSjhN2YOFvuQKAGpGE6wswfiK0bR/f8txsTc9nfBlyVlen/B/+Oor94z/fGPn4XqLM/Ws5S1FL8shppiSJGXAK2agTCVBAA8CY6qRla0I82U+vqFzU2V0CqwCtOdchaStfaMA3gfAQriGczIMCqQKkFSaxJhqx5CFYmZsB0IhVxDk+uGaZ64gKFcQJJXCG17a3Ltrfz7xnRt7mzxf0ndu7G3avT+feOPLoumkxUzpO82ZgzJg9rR7cJtjwvxQc7fobCz7TcVUdHYPOb3ZAhdS4Z6DvYnP3vb48jdc2n60KV78UipmCEP6hvaap4Ipw/fMyW6KmhAuw31KZ2bPDO1dVSlpa9/wsNf+PgD/DeBCAI9NfF4xZEnBUoBe2zkF4sqTCqxYqUybf97T8tH/OtI+/vPi5297BgDc/6Pzt61rj7nf/MSKJz79zaPLP/KVw6sWt5iFb/3jyifWLnciu9AzU3qhB51YAYJihpjaFkMSXzmaDh5t6hWPNQ2W0cyzcuf+nrqv3bt7ac4LeFPC9jZetKL7fVed13X2d84cxqUReEZt9gwvAkTK9F3zVM+5AcA1AD6zoXPT1tPfpTkTuglJlTPstTcjFOh+TBBo84nYX4EglCkrpKd15SAzVmPQFzufJYKSXMirBeFx2+1LLGeWzE8q0GMec7CjoS94oHVef46sVL5O+oZ39ME1j0dtSyWSrMtctmf7qm/43ols9iYAVwP4wobOTbdFaFrVosPaVU7a2tcH4N0A6jEhxK0MNQKJkje6qEoM6Ra7EUk1wi3h2s3Zg9JnsdNC3JZgfOVoOtje2DvfhRkAGBdGUDBL1wa1qlGMAPI9c1yYWxB6zJ/Twjx7tDjXAGMC/R4AMQBPBwCYahCKtDhPApmioDuohXBLuE5T9sBJa9C24HzlaH3wSFNP8FCLzqwFwLjift7W4jwJnIuYEHxkrBnNAoRrzP+0oXPTndFaVt1oca4R0ta+AQCbxn68QsSCXpKYXsLPPIO4EmDSRaAT5gCAWcJzmjOhQHOV4CtG0/4DLV3Bo80VtcYcJcwQZmE4XhFZ6pUGN0TKc83jAJYgzMr+5IbOTTMZ1KOZBC3ONUTa2jeMMIt7RDWI89Q0Wn3OV5glhpXQkYVxmCl9p32wm68YTeVvXZIT26Ppl12ZKDBDWPnBpJ6cNAmcy3hmJMkBXArgwxs6Nz0QtU21gBbnGmOszOoD4LhdLPDSiqmGqG2qRMgRQ0oyLc4AAAU0ufWsyU2aD9bfKvfW93t5e5Felw/hdmAHrpVVQtc4n4YCScmW5rMxCeDtGzo3PXbW92imhRbnGiRt7QvS1r6vGEftO2RanC8dqQX6FMgWoxCku6iRIiwstIIUw/8tvI96nMF06+A2O+4e9fL2YiXYvA/9G7bvuCMxHUk4FUWm55rnGaaQybrMWzd0bjoWtUm1hE6KqWGsJ+M3siHDci/JtEtDxSnDjlIEE4QqEXL8Uah5vuZsSAOL8gvQZ/fh7pYdFLDQMyQg0Ti6l5tBJjeUPJ9bwSA3gnkb0uWmsDLdieNR21FJKMESvmesjSdzO23HDZ7xu8/3Rm1TraE959pmj9FrBc79qR+Aw5b1YrWC0uoMgLgK5nVSWCxwsCS3CE+m9uP21u0nhHkCTirfnWoZekD4PBV45ryNvuhksJMRAW/2PWNtIp29Od00epgInVHbVItoca5t9gBo4EPmqHN3+seswPpkkzhfMaXDuZjHSWFpL4UWtxlbmx+lRxsOnimaYjr+aP3CwfsAKL9gLQBont3cKTBDmjoZLCTwjDYR8Nb65uGf1NVnnkTYBUyLcwnQ4lzD8I1bhwCMAqhjHvOdP6V/xXvNR2RjcIFeh56HSWFMERbkWxAXMfxxwVY6mJhWcxFmCC+9YPAhwwoGvZy9ZD6tQ4fJYGZu3ieDKTJ91zwXgGxe2P+DWKLQM/ZMHYC9EVpWs+g159pnJ8KpMCMEgvNI6j5/ef6Ytzb/IuHIRjbMD5CiyObyRgnZYhTD8yQpLBHE0Ow247jThfubniCXBzN5OzElU83DnYVMfCA3lDiXcZEzbL/mG5ToZDBA+Lw1CIylTqzwQH3z8FbG1Pj1ghB2JtTiXAK051z7PIqwnd4JzIOxQ7G70texDD8qm4ILpSPrI7ItUk4khakazpJjitBaaEa914CtTY/SXa07ZirMJyDASeWOpxcO3ENcefPBi+aWsArDiYqZxFVWxrxlKVmqoXloS2Pr0D0ThBkI+2d3tW3uyEZlYi2jPefa52EArz/1l6zAvdjW9O/95fndY15003zzoomrgEwxgoDFYMqpZtFWL3P0lqeCm8JNtw4+UsjEF9W2F63ALd/JdNfX4N92Zs7gLU9kOYC7ym3bfEGLc+2zF4CPMPx0WnjOPBg7xLut69yLMlfLpuBCyvD9rMDmTRiP4n63zFhLWC2JM1OEZrcJprSwtenR6a4tz4gxL9p03IHMQN15Xs5eYtp+L3FZMyNKDcd3hGe4XiY2f3pqKzJ9z1gFwG9oHtoyYW15MloB3FMmy+YdOqxd4/CNWxWA2wCsmOo14160tSt+o4rLxaI+WKVIzYvPBk/6vRBUOz3IE0EMS3NLMWQO4zeL/1QSYZ7AuBcdr8/t9l2rNXDNxlLur5yYcS+R7U3Pm7GiwuetXsG8wLK9ztYlvT84izDHAdgAdpTJvHmH9pznB/cgnK16Rk7xoi+iPOuiLOsiUM0O/SY7yIEpHwHZMNTpM42rBUuYaPIawRTH/SXylqfiNC/aWcqtYKjaG5dwK3Ay3fU131xDCpYMfKONSLn1zcM/OYsoj7MSwD1tmzuKslSiOR0tzvODxwAkEI6UPGOIbtyLDha5j3lrc1fL5uBCyrFjlGO9tdpdjCWCLpXnjWSI6hNnQ3I0eg1whIM9yf3YXn+I/NMbipSDcS/azdlNueHkWuHbdYYVDDIuqi4szIzABBRy/XUjUdtSKpSkWOAbbUqRGU/m7kzVZ3Yypqb72VkA4OeltG++o8V5HsA3bvXElvX3I0zg2DWd9xjH7W5+3PppsLzQ5rcXrpZNwULK8sO1uB7N4l5vkEksJlRRLhxTDE1uPeIigYPxw3is/gDlDT9qs0CAnXD77bh7byETW5AbTqwFjLRp+QPVtB5tJdxErr+upxYb6ilJVuAby5SipBMv3FfXMLqNczkTD9hAmKn9cIlM1ECL83ziDgBvwTTFGQAIBPNg7JBx0PmBvzq/xl9RuFrE5WKWYYfIY1UdspwIiwfDUGCQ4GAVrtCkCA1eGnV+HY7FjuOO1m00alaex09h+087UegtjMYX50djq4mUb1jBALEZCUEkcDuIZffX74/ajqKiYPi+uVQJarBj3sN1DSMPGOasokXLAGxv29xRM9eASkSL8/zhQQAfBcCBmQkQgWDtiT9p7o/t9dZmzwuWeVeRlD6NskMUsKoLWZ4GKcViQa/yeJIcUaE1rQqo9+uQ9tPos/rx+4X30oBd8RnmxJSMpbNHnFTueG44sczNxFYSkwXT9gdBk5bnRA4xybgpzExPjZRQKbDAN5YIwVss29tR1zJyg2XPKR9gCYCfFcs8zeRocZ4n8I1bh8WW9bsRnliHZrMNEiTtncnt1l65y12XvVgs9J4JIQuUZ91UoMFqXpOmhN8jB5xzCKgsceaSo8GrQ1wkMWqM4M6WB6krVnXroMSUSDRkDsRSuaO54cQKN+u0MS4L3BTDjFfWWr8ZdxOFoXi/DKq7ZaeS5ASBsVAK1mha/r500/DNTswbLMKmFwC4vwjb0ZwBLc7ziz8CeDlmKc7jkMcC59HUg2qn3Oavyp8TLPIul0nRRi7rpyzrIkkVH7Y8FZbw+kVf3IIEA0PEF2UFxIWDOr8OtnRwzDmGB5p2Uo9T9ZORmCH9ZNPok/F09kAhE1tUyMSWAwbjhshwU4wCKvLKACPmx4cOtO6L2o7ZIgLeJAVrUYps2/G2Jeqyv7Qdr1g3nYsBHG/b3DFvSsyiQovz/OI2AO8AYAGYc3IOeSywdiY6zZ3xTrHYW+gvL1wim4IL4dMIy7Fu8ljViAlxJVjM71YeryNHRJP0xhQh7dUhGSQRsAB7kgfwZKqrWJ29KglmSD9enz0UT2cPuTm7qZCJL3Oz9jJmyKxhBiPEZCTJbYwLzs3AGjnS1B3F/meNIjPw+UIpWDPjciCezN+VTGeenKKz11xYA+D6Im9TMwmkor9R1ZQRsWX9xwEsBPB4KbYvEyLmtefPEwu9y0DgVKA+yrEeUlTxIUKZN+uC44nLWMo/UtYd28JC2q9DPIij1+7DE3WHcCRW1csEs0H43CmMxpe4WXsZCIKbIlPuWmmnIdPgjcZHjm9rn3biZJRIwepEwBdIyVKW7e1MpHLbplmnPBtiAF4E4K90P+3So8V5niG2rD8fwL8BuKmU+1GkKFheaAuWuZfJhGijgDLwaJjyrJ8kRV/yMwXeofQzmSFzpe21rYCYcJAMEnCEA0UKBxKHsTt1lDIVmHldZpQk5madlkIm1iZ8Xse4LDBD5jgXWVApL1gKqcWDy47cv3ZrYShZmeKjQFKweiF4g5JUR0zlnHjh4WRddscsM69nwqUAnmjb3PGfJd6PBjqsPR/ZAaAXYWLY0VLthBQp80DsoHkgdlAmRCxY6i4Xzd4a2RhcAEke+RihAuuHT7lK8hB5nXtQDNntRe+1TYqQDBJIBDHYMgaXFXA01oUj8V50OyNUg/W0s4WYkk4q3+2k8t3C546Xs5u8vL3AzdnLGJceMZXnhsgWuyTLSrhJP2ePVpwwKxgi4I1SsnopWYpz0WfH3M5YvLDfjrn9VJ6PDiFsAfzvZdmbRnvO8xGxZf2LAbwO4Rp0WVGG5MESd4lY4K8W6WAtSBkUsBEq0ABcGom6VaiSxPwD6atZPOgCV3O7+BuSIxUkEQscWNLBsDWEI7EuHI7307BV/SVoZUYJ4l7eafJyVovvWq0gpRiTBWaIDONyzl5jonV4Uf+Ti3cNH24pVVh42ihJjgh4s5QspRTFDDM4ZDvu7ngyf8C0gihK6FYCSLdt7nhXBPuel2jPeX5yG4B3I2zpWVYvgQImzIOxQ+bB2CEFdatY4LcEi9yVsjE4V9WJNRCUg0CBAsqSR6Pl9qyJKcmS/lFV4A0UE9Ovc+WSwREOYtKBKQ2Y0gKB0GP3Yk/9IRyOD9RiYlc5Ia6Encz32Ml8DxQ6/YJV7+XtZi9vLfALPEZMusSUz5j0GJeFmSSVcTMwiUk2crSp7L20lSRLSpZSkpJKkaMkxUEITMt/MhHL3RdP5g6zud4ozp3VAL4esQ3zCi3O8xC+cWtebFn/WwBPQ9icJBIIBKPb6jW6rV4A90tHWKLFb5HpoFXWicUyKdpgqGS5BZun3SN+JrmMlBiYdDdcMsSEA2eCEDPFMGKOoM8awIA9gn5rFINWToerSwQBZswbMmPeUALYIwNm+q5ZJ3wz6btmg++azUoya7qCbaXy6dFjjYeUZCWN3EwhxJJz0WXa/l7TDHrtmNttWv5omcLV0yENwAHwp6gNmU9ocZ6//BLASxD2x62ITGpW4B47zI/iMI4CeAQAphDsFBR8SPJIIVASAUkEkORBkEsCHgS5kAhmIuIKimDAgu0Z5BU8ZcpF5AgPTDEwxWGAg0sOAFqIKwtmSN823H7A7QdwEACmFGySAQiCSEkAkriQ3BT1/XsW7VWSYkTKw0wbrSswpchSimwlyVaKLAUyoWAA4GPPmUQqqHAhnoxzAdzYtrmjanqj1wJ6zXkeI7as/woAF8CeqG2ZCcqShkyIhEyIhHJkXNkyET5UnbJkHQyVVIZKgsGAgoCCAhB+0BVkmNuiCKFyh4/wewZBOQooo4YsUxxNLGWk9qPAPeS5hyx3kTM85Lmnhbg6UYK4FNwSAbOl4LaUzDLjhQXCM9nBe9cdUZJSUrIExtrcUtgURYEmfIYAQIEBIAUKPzcAiFSWMZlhTI4yHj44l1nORY4bImuYQY4bIl/hQnwqBoBrAbxeNx4pL9pznt/8BGG/7aoSZ/JYwD02zAfNM3Y9UqY0lKVMMEWKgYEpBgIDUwRBEhISihQJCEiSlGfuuKetJLHRAy1vhRkMkSErq6WnZtYQV4LzIM+t8dGpiux0vmlkf+sNC5b0nqhvF4IZSpKpFJFSxJQCB4iUAhEpSQQZet5KMqYE49KrMtGdLucBuE8Lc/nR4jy/uQ/AMYTJHlUl0NOBfBaQj1kl0hBT0krn7vCG48/lRtFaH2oqDMPxFgrXOJ7vrj+p8QznMgCf3WenhrAQdgR7W9SGzEdY1AZoooNv3KoAfAPABdCfhdOwGzNPgKmc8nlT1LZoSgApxp1gUeZQ851Rm1KhXAjgD22bO+bUi18zO/QFeZ7DN259FEAngHVR21JpEEHZ9dk7ZMCXRG2LpvgYMW9JkLX3FPrrIq9rrkDiANoAfC9qQ+YrWpw1APAtAOdAL3OchpXOHSAu+6XPF0Rti6aIkDS4FbSMHmzR5UGTczGAG9o2d+gbl4jQ4qwB37h1D8IaxqdFbUulQQTYDZk7pM8Xj2XoamoAM+4t80Zi273hRDQTyCqbNIBWAFuiNmQ+oy82mnE6AKwCYEdtSKVh1RWOc1Mckr6xKGpbNHOHmLSZKepHD7TeF7UtFcrFAH7QtrljJGpD5jNanDUAAL5x6zEAv0F4YmpOwW4avUsGbAEU8aht0cwNI+4tcwcTDwVZp7IGXFQGzQjb+t4QtSHzHS3Omon8AMBiAMmoDak0zITXz+1gl/T40qht0cweMkSccZkY2b8gsra1Fc4lAP6nbXNHIWpD5jtanDUn4Bu3DgC4HsDTo7alEnGaR++RgjVCkhO1LZrZoGDGvRX5vtQ90tVzsydhOQAPwO+iNkSjxVlzOj8GEABoj9qQSsNw/FErVbhLuOaqqG3RzBzD8RcqwbKj+xZsi9qWCsQGcBmAf23b3DHfm69UBFqcNSfBN271AHwW4dpzLGJzKg6nZWQbcTksPWNx1LZopg8xaXPHXzSyd8HNSrKKGPRSYTwDwK/aNnc8HrUhmhAtzprT4Bu37gLwcwBXRG1LpUEEFWsZuVkGbIEOb1cLCmbCbS/0pe51B5P9UVtTgSxH2OOgI2pDNE+hxVkzFd9DGN7WIdxTMOLeUK2Gt4VUuPwLf3pB+v23vHZ3dyYetT3FwHD8hUqy3MjehQ9FbUsFMh7O/pxOAqsstDhrJmVCePsi6PD2adRqePvjv9y9zjHYzGYZVzA6nH1WdDi7QtHirJkSHd6emloMbz94cCj180e6zvnMS9fWiIepw9lnQYezKxgtzpqzocPbU1BL4W0hFd71k85nfeDP2x9qTlpe1PYUAx3OPiM6nF3haHHWnBGdvX1maiW8/clfPbGuMWHm335l2+GobSkGOpx9VtZDh7MrGi3OmrMyFt7eAuDZ0J+ZkxgPb6uAtaiA1UVtz2x4+PBw6scPHlv39VdfcH/UthQHxcxUYW2+N/UnHc6elHUAJHQ4u6IhpVTUNmiqALFlPQPwLwjbe94TsTkVhzsUX1HoT24wHL8TTFVVWPjff7+v/V9v2XuFYzIfAJQCZT1hJSzuvf3Ktm2fesmaJ6K2cfoomMnCWuGaxwceW/5bgKI2qNJYBOByAO9o29xxNGpjNFOjxVkzbcSW9QkA3wDQD2BnxOZUHLnuusuDrLOeO952EKomlDqc93nXiHtiGtne3lx843XbXvizt17y28va0iONCatqOkYZcXcpEXjfthU/UQGvGrvLRArAXwD4aNvmjoejNkZzZnSIUjNt+MatWQAfBbAaoQetmUCsdeRBZgX7hGuujtqWmZCOmeKcBcnc+GNZYywPAG2NsUI1CTO3/UZmiPrBnUtu1MJ8GgaAawB8UwtzdaA9Z82MEVvWXwLg8wB+D2A0YnMAAC/43K5rH9ibfUbekwmDwV/Raj/51Tet+N+rz6sbKKcdUpCRPdz0ahAEs4Ij5dz3fIYMEbeShXOG9yz8aaE33VXu/b/6Nze/YufAwIVZ328wGHPX1Nc//qVrnv3z1fX1uXLbMgXPAfAwgP9o29yhL/pVgBZnzawQW9ZfC+CtAH6LsNQqUm58YGDh09riw6sWOPmuId/a+F97Xra3u9B+6GuXfKHctgjXSGaPNr6OGeI4mUInJJUakoZdl78ge7zhD5mDrZEst7zmt7+79hWrVz30opUrjh0cGY29/Q9/fDNnFNz+yr/+ehT2nMKlAASA97Zt7qiqfIj5jA5ra2bLTQDuQJjBHTnXPr2xa9UCJw8AUikQQfVnggVR2MLtIOO0jNwgfN6mBKuJFpiViyIr5a51h+PbohJmAPjxi19441+vXXM4YZrivKbGzLWrV912ZDSzNip7JtAOoAnAJ7UwVxdG1AZoqhO+casSW9Z/GcCXEN6ZR76O9Z7vHnjG/9za+xovUDEiiFc9s/F/o7LFShW6pGfc4g7F/8KI+Y+DVOTRhVrETLgrhMf7hnYtuTtqWyZy3/Hj5zbFnKizoZsQtt99T9vmjrIu72jmjvacNbOGb9zqA/gkgAaEtZOR8l9vXHF/7vtP/3/3fea8D7744vpfXbIiEenF0WnK7DLi3sOiYJ4Lpc+1YmPE3aUgxQd3LPs1FKuY9bnPbr3/kod7eq96/2WXXh+hGWkAVwP4fNvmjicjtEMzS/QFQzMn+MatgwD+H4A2AJUQxsPlq5Ij//TKJXd//Poj/7DzaD7SsHJ84dDd3PafEAVrnRbo4mHE3MWMy8TgjmX/K13TjdqecT5z39bLvtu54/UfvOzSr/3N2rWHIjIjBeB5AP6rbXPHnRHZoJkj+mKhmTN849bjCAV6FcIyq8hxfcUCoezHDuXqo7SDCIgvHryVWcF+UbC0B10EDMdbyEyZHtyx9Pog62SitmecD99197O+v2Pnaz+2/ulffcdFF+6OyIwEgOcjLJn6bUQ2aIqAvlBoigLfuPUwgPcCOBdhEkrZ8ANJr/3q3mseOZBNAcDdu0br3/LNfa+pi/H+l15aX/aymlMhgkosHriFWcFhUbDOgdJtq2YLd7xWZgVNgzuXXO9nYhVRxgcA/3Drbc/9xZ69f/3pZz3zy286//y9EZkRQyjM17Vt7rgxIhs0RUKXUmmKitiyfjXCJLGdAPaUY59+IOmCDz7+D8cGvOW+ULZtslx7q/3E5zcu++ULL67vLYcN00FJYtmjjS+RPl/EHW93NXURqwQMx1vArKBlaPeSn3hDicGo7ZnI8v/5zrcIEJzopMS/vW9503vKZMK4x/yjts0dPy7TPjUlRIuzpuiILetXIhToPQCqqC9z6VGSWPZYwwulZyzjjrdLC/T0MGLuImaKhqFdS673hhNDUdtTYYyvMX+3bXPHT6M2RlMctDhrSoLYsn4ZgC8DOAhgV8TmVBRKgrLHGv9cesYq7vg7QUpEbVMlY8TcpcyQycGdS673R+MjUdtTYaQRCvM32jZ33BS1MZriocVZUzLElvWLAXwFQDeAxyI2p6JQCsgda3iecM1zuO3vAlN+1DZVHgpm3GsjLp2BHUuvDzKxikn+qhCaEJZLfaVtc8fNURujKS5anDUlRWxZ34qwD7eFcNSk9hLHUArId6ef6Wftp3M7eJK41OIzDilmJQtrpGC5oZ1LbgxyTqX0qK4U2hE2GPm8LpeqTbQ4a0qO2LLeAfARABcDuA1APlqLKovCQGKNO5h4ETPFEWaKiklgiwpi0jZThXOCrL1ncMfSPyjB9Q3dyVyK0Gv+mG4wUrtocdaUBbFlPQH4WwCvBXAXgHkvQhPxM3ZLvif9cmIyx+zgYNT2RAUzgzoz4a7K99TdNbJ34SPQVWcTMRD2su9H2Ctbt+SsYbQ4a8qK2LL+zwB8HMB2lKnUqloQHo/ljjdsUJLquO0/Md8yuQ3HW8jtYMHowZZf5o43RNVdq1JJIZzHfCeAL7dt7tA5CjWOFmdN2RFb1rcjXIceAfBAxOZUFEoSzx2vf45wzXO57e8GU4WobSo9isyEuxKk2PATi2/QpVKnsQjAMwF8E8BNeh7z/ECLsyYSxJb1aQCfRnjhuROA9gTGUAoo9KUu9EZi13Ar2E+GrF2xImlYqcJa4Zq9gzuW/lp6ph5reDLrELbE/ce2zR2PRG2MpnxocdZEhtiy3gDw9wBeAOA+AJG32qwkvOHY0kJ/6mXE5BCzgsMg1NTJyiy/3ox7K92hxCNDu5bcDUU19ffNERvAFQirGz7StrnjWMT2aMqMFmdN5Igt668E8EEAfQAehC63OoFwjWS+O/3nMuCLmRXsJS6zUds0Z0gxM+GuJCadzOHmm3PHGudtAtwUrABwGYBfAuho29wxD5Y2NKeixVlTEYyFud+DcG1Ne9ETUApwB5LnesPx5xOTg9XsRTPLrzdj3ko/4+waenLxHZU07rECGPeWGYDPtm3u2B6xPZoI0eKsqSi0Fz01Ve1Fa2/5bKyA9pY1E9DirKk4TvGi70XY/lOD6vSitbd8RrS3rJkULc6aikV70VNTFV609pbPxgpob1kzBVqcNRXNmBf9bgBXAtgBYDdQ2Z5iuZjgRT8PpHLcCg6DqQrwShUZMW8Rt4MF/qj2liehGcAlADyEvbG1t6w5DS3OmqpAbFl/LoB3IKz5fBzA/mgtqhykz+xCX91lfs66nHE1VnalgvJbosAdv9Ww/cXCtY6NHmy+0x1I6TatT5FG2F8+AeDbAG5p29wRwf9JUw1ocdZUDWP9uS8F8C6Ejf+3AdD1n2MI14gX+lJXBAXzaYzLXmYFR8vTAlSBW0GjEfOXSp8PZo403ZHvrj9a+v1WDXGEotwK4PsAbtQhbM3Z0OKsqTrGRPpqhJ40B/AIwnVpDYAgZ9UX+pN/JjxjFTNkNzOD46VKGmNmUGfEvKVKpBmigwAAHENJREFUMj93rOH27NHGfXpYxQkshGMdlwH4BYCftG3uGInWJE21oMVZU7WMdRh7IYC3Asgi9KSHIzWqgvAzdmthIHmV8vliMsUxZoqeYm2bDBE3Y94ykDLy3fV3jh5s3gnF9MUkxABwPsIlmN8D+F7b5g4d3tfMCC3OmqpHbFkfA3AtgNcgnBX9JIBD0IljAMI2oO5Q4ioVsGbisp+ZogtMzaKXuSJu+83cEi1gyij0pe4d3d/6qJ63fIJ6AOcCWArgHgDfadvcoadraWaFFmdNzSC2rLcAXAXglQCWAzgAYBdCwZ73+Bm7xRuOXxwUzPOIqQwzRBcZ8qxhVmLS4o6/kFtBk/CMnkJP+qHssYZ9WpQBhDH8lQBWIaxZ/gWA37Zt7ihalEIzP9HirKlJxJb1awBsAPAXCNejd0O3BAUQZne7Q4lz/YxzORTZoTcddJ2cPKbArKDesINW4jLhjcS25441PuoOJvujs7yiiCP0klcgnEv+vwDu0XOWNcVCi7OmphFb1qcAPBfAqwAkEZZgPYmwxnReoxTgj8SWeiPxS4VnrCQuh5jl95txN8Es0aIEyxb6Ug9mjzbu1qMcAYRe8mIAawA0ArgZwC/bNnfosj5N0dHirJkXjGV4XwTg5Qjbgg4jbAu6H8BohKZVAmkZ0Drhmhcowdq84fhwvreu0xtKPA7QcaAc5VgViwGgDcAShKVQRxGGrm9r29xReV3ZNDWDFmdNUSGiLwD4S4TlIxkAvwHwYaXUwITXvB7ApwAsQthQ5F1KqYcmPH85gK8DuADAcQCfUkr9sFg2ii3rHYR1p1cCeDbCxLEeAAfHvtY6BGABwnX5VgABgNsB3BPkrEe771u7BGG/5+cgXE/tQShKhzA/Ig4JhOHqhQg95McA3Abg/mKuJc/1XCGiKwB8EsDlAByE4fXPKKVuLJaNmujQ4qwpKkT0OYTrb9sRZq9+H4CnlHrZ2PNXAvg/hB7sHQA2AXg/gDVKqREiSiO8yPwHgC8jFM8bAPy5UureYtsrtqxnAM5BKEbPRShW3QCOIGxwUitiZCP0/sY9wGMAbkU4nnMP37h10gvBobe9pRHAMxDWlV+GpyIOB1E7ZWuEsKVmG8JjYwG4G8BdAB4plYdchHPlxWN23wygH2GOxRYAz1ZKPVAKmzXlQ4uzpqQQ0UsA/FgplR77+XsAmFLqdWM/E8IL/SeVUt8jojcB+DSA5Wrsw0lEPwAQKKXeVGp7xZb1ixCK0XMAnIdQnIcAjADoHXtUumDbAFoQCk0K4YXfROh53Q5gK9+4dcYe4KG3vWVixOGZAOoADCJcFuhHeGwqXbAJoTfcOvY1ifD4HEcoxvcA2BlFW82ZnitTbOOBsW18qUxma0qEEbUBmprneQjDguNcBOC74z8opRQRPTL2+/HnH1Yn3zU+DOB1JbYTAMA3bj0O4CYAN4kt6znCmtXVANYiDLM/E6E4DyMU7B4AA4iuXCuOp8RmohDvRtg57QmEkYijfOPWOa0dj7WcvG/sgUNve0sa4bFZDeBChNGHyQQ7g2gmihkI+1mfKsRdCIeo3IHw2Oxt29xRCeV2Mz1XToKIFiJsfvLYZM9rqgstzpqSQUR/BeBtCEOi46Rwunc1hPCiPp3nywbfuFUg9FQOAvgjAEwh2JcjFMk8gAIAd+zhAcgh7F6WHfs+QJhgNf44aZcIPTuG8NxMjG03MfawEAqvAyA29jWDsJ67qEI8Hdo2dwwDeGjscT1wmmA/DWEUogmhOOcQHh9v7JHHycfHxcnHZuINGkN4bMaPUQwnH58YwmNjIzwu8bH3dwHYicoT4pOY5bky8f0JAD8H8Eul1B9LZaemfGhx1pQEInolgG8B2KCUenjCU6MIvZmJ1APYO+H5FZM8XxE9iScTbAAQW9abABoQemgTHwsRhpiXIBQpE+F5Ny7A4wJECIVbjD08POV5HkHoofch9EoHxh6DfOPWippqNIVgE0KhOfXYtI49FiE8NkmE4ssRHhtCeHwIoViP39gIhKI1vsywZ+zrwITHIIBc2+aOil+3m8O5Mv7+FMJksh4Ary+hqZoyosVZU3TG1o2/COClSqk/nfL0owgnS42/lhCuY/5iwvMvP+U9l4z9vmLhG7f6CC+OM1rLHUtIU1MlZNUCYwI5MvY4MN33jYk6AyCrQWRnwxzPFRBRI4DfAdgH4LVKRTEqVFMKdEKYpqgQ0XsQln68cLKM0bEM1N8BeBnCBJz3APggnspArUfYJOTfAHwFYTvOm1CibG2NJiqKcK4sRDhY42EAb1ZK6XaqNYQWZ01RISKFMPzoTvy9Uio54TWvB/BPeKp2852n1Dk/HcDXEK5ZHgfwj8Wsc9ZoKoG5nitE9Kmx53I4eX3+c0qpz5XSdk3p0eKs0Wg0Gk2FwaI2QKPRaDQazclocdZoNBqNpsLQ4qzRaDQaTYWhxVmj0Wg0mgpDi7NGo9FoNBWGFmdNxUFEryWiA1HbodFUA/p8qU20OGsigYg+SUTfmMHrVxDRd0tokkZTsejzZf6hxVkTFdcCOOtQeCJ6DRG9C2OfVSJaRUTXEZFuPauZT+jzZZ6hxVlTVIjodiL6IhH9nIhGiWgvEb3slNe0AWgHcNvYz88gogeJKENEd489N85PEE5e+jaAawB8DMA/6x7CmlpAny+aqdDirCkFbwDwnwgn6nwVwPeIKD7h+WsB3KyU8ogoDeBmAD9DOKnovQDeNeG1Cie3Jpxs1KJGU83o80VzGlqcNaXgeqXUn5RSEuEdfBrAmgnPTwzR/SXCWb5fUEp5YwMAOia8diPC+bV/B+D2/9/euUd7VVV7/PMVUEHAd2ahPNVK00qzrkqRoXXtoZVdMinPpcweo65do4eaUN1MK8VKuypmqGWlhdfUoaEZllpqXSu1mwpykBASlJeiJTbvH3P+OPvs83udA5zfj5ifMfY4v73XWnPP9dhr7rX2OmsCZwPTcpou+Scin5ekB1lhyaZgSeWHmT3tnu4YButd3B2Me9oBGAEstO6bvC8opL8y0o2K83nAlE2nepL0O/m8JD3IkXPS37wNuM3M1sT5YmBk+KqtMLqcyMw6zayjH/RLknYin5ctlDTOSX9zDHBN4fx6YCgwVdIgSa8i3/STpEI+L1soaZyTfkPSYGAi8NPKNTNbCbwFmASsAL4JNP3/nEnyz0o+L1s26c856TckHQN8yswOa7UuSdLu5POyZZMj56Q/WQtMb7USSbKZkM/LFkyOnJMkSZKkzciRc5IkSZK0GWmckyRJkqTNSOOcJEmSJG1GGuckSZIkaTPSOCdJkiRJm5HGOUmSJEnajDTOSZIkSdJmpHFOkiRJkjYjjXOSJEmStBlpnFuIJJO0Re+bK2mMpDslrZZ0TeMUm0SHByRN2oD0N0r69MbUqR1pt3xKmivp9FbrsTkjabKkzsL5RqvjVvdvkuZJ6mjV/TeUNM59QNIoSbNarUd/0A8P2GeBRcD2ZvaOjSlY0gRJ6xrFM7N9zexHfb2Pmf2rmX21F3q1vVGpVu+9zedG1qdT0uSNLHO6pFs2psxWIalD0rwNldPKOk66k8a5F0h6r6SPEuUmaayk70oa2GLVNmfGAPdZbvLeKyQNarUOSU+yXpKNhpnl0eSBG+X3A7cAncB3gNF14u8H/AxYDjwKfAUYVAg34LDC+XjgduBJYD5wCl3OSSYA64D3RtjTwOXAcGAm7tt1IfDOkg7HAL8DVgL/BxxfCOsA5gGfAP4SMi4CBkT4H0LHtcBTwCVx/RPAAmANsBg4s04ZjASujTJYBJwHDC7Ifx74W8j/QJX0OwJXA08Aq4D7gfGN8ge8CHgm9H8qjhNq6NgJTC6V86Qo51XAVcCwOnmcC5wev0fFPd8H/CnKaA6we4SfX8rzgwU5J0b+VgH3AkcWwqYDtwJfB/4K3AhsDVwMPA6sBh4Cjm2mPUX4/sBNwLKIc3ODel+fz0L6W6PdPAKcXmg7dcuhN+0IuA74B/Bs6DOnoM85wE9Cxnzg6EK6A4Db8La3IspsbIRNAv4edV1pH2Oq3HsIMBtYGmX8v8ARVZ6hqfgz9EBc3xnvHxZF+V4F7NagDdXMS8T5CPBgtI/fEM8B8C9RNv8o5GVCjfscDPw24twOnAF01mjLNdtXId+fAZZEnHOo0b8BI+hqa6uAXwEHFp7xZ4BXlnT9JfD5+D0QODV0WAncUUkf4YOAc0OPpaHXPKBjU9iC/jharsDmdADCO5uKcZ4JjKwR9wW4QTkpGvmL46E4oxCn2Hj3jYfyaGAA8BK843p/hE+I+BfjHcae0RD/hDtf3wr4cDTcIZHmiNBhfIQfjHdSr4vwDuA54MvANsA4vJM+vpqOcb433mnvG+c7AK+tUQYDcWNzEbBdlME9wAWFOOs7gxoyzgRuAIZG+e9NvBA1kb8JwLom6rWT7sbZ8I51KLAb8DBwWp306/NAl1G6HtgFf3m6A5hZL8/Ah/DO5IDIy1F4BzouwqfjhuQUvD0NiTT3AjtHnD2AlzXZnnaPsvpc1M3WwMRa9V4ln9vjLwmfj7bzUtxAT22mHHrTjsp1VNJnOXBolNkn6d7+9wfeEPptj7/k/bqQfjpwS4O2MRSYDAzDDcBU3FDtWniG1gEzgMFRL8KNzyVx3yF4e/p5gzZULy/HRfhr8OfqA/gL+siCHvMa5GV7/Hn5bNT3q3FD1lmjjuu1rw6877gg8j0WN5yfq9G/7Qm8PcpiMPANfDAxKMIvp3u/sHfIf3GhH7gLn2kbEPlfDuwY4Z+P+48L+f8d6Tv60te3w9FyBTanAx+1fiwayKxoCJcCA6vE/RRwa+nau4oPUKnxng9cWop/CtF50GU0di2EXwXcUDgfEnEOiPPrKbwMxLVv0TUS6sA7mgGF8KuBGdV0jPMx+FvuvwFDG5TXIfgIcbvCtTdF+sqMwPrOoIaM6fgo4UBgq1JYo/xNoO/GuVjOXwOuqZN+fR7oMkqvLoR/DLi3WvzCtfsJw1m4dl1B7nTgkVJ4B/7iML7cBptoT58G7qmTp0bG+b34qLA4Ej+JmAloVA69aUflOirpU+zQt6PQ/qvI2C/CtyuUaV3jXEPOcuCoQh08A2xTCD8If/EoXts57j2iThuqmRd81uHLpTS/JowhzRnn4/EZvGKdfZnaxrle++rAn+0hhWsfBB6q14YKYcMivGLsD8NfFreN87OB6+K38BfN15Vk3EfXc/swhZm3KL+/sxkb5/zm3AvM7EozuwCfPsLM5pnZFDOrtuhoNHCopJWVAzfkL6whfjRwXCn+NHyEU+F5M1tWOF+LTylV9FsbP4cVZH6mJLMDn/Kt8LiZPV84f7qQvloZPII/5CcCj0m6XdKRNaLvEfKfLlybD2wL7FrrHiW+BvwcuAxYJukySbv1In99oVzOdcukBksKv5tJPxq4oJSXN+CzDRU6S2m+h4/OZgBPSJotaVxBXr32NAofafSVPfBO3QrX5sf1IlXLoZftqB7F9l9pZ8Ng/ZqQ2ZIWS1qNj9zBR/JNIWmwpG9JeiT+o2AlPg1bbL9LzOxvhfPR+Gj9r4Wyn49PPe/Zl7zg5fpIKX618q7HCGBhqc4W1Ilfr32BP9trC+edcY8eSNpF0uWSHo26WBRBuwKY2e34p41jYw3PCfjMJHh9DQWuK7XnMYX7jaDwfET5PV4nb21PGuc+YGadZtbRINpC/K18h8KxvZkNrRP/0lL84Wa27waouhCYXpI5zMyO6oUM63HBbLaZHYE/NFcB10oaUiXtIuAFpbAxeCe1vKmbmz1tZqeZ2X74VO2LcYMNjfP3j2bu0QKq6bUQmFLKy1Az+0itdGa2zszONrOD8G/7a/EXwIq8eu2pE9irjo496r3EImCkJBWujaGr021IL9oR9K0uL8RHXPub2XB8yhh8JNaszP8EXg+8Ef+Pgh3wEV4x32U5C/EXkZ1K5T/YzO7sQz7Ay3V06VqxvJvJy2J61llZ5noatC/o+WyPwr+7V+Mr+Ivha6IuKi8VRV0uxqer34qvy7ghri/Hy3NiqTy3M7OzCnkbVREkaTv80+JmSxrnTcflwEGSpkjaVtJW8T+9b64R/9vAeyS9TdIgSQMlvUzS6zdAh/OAkyWNlzRA0taSDpR0UC9kLKXQiUvaR9Kb46F8Dl/cYVTvHO7Gv6OeI2mIpBcBXwK+a2ZNdbZRHi+VNAD/Bvss/o2vmfwtBQZIqtkBtYil+CeRIjOA6ZJeIWewpMMkvaSWEEmHR34H4VOrT9NVNo3a0/eAfSR9JupmkKQ3lnSsZ7xvwGdATo1y3wdfhPOdZgqgl+2oGX2qMRwvk5WSdgG+WEXmnpK2biDjb/i32q0lnYF/H6/Hb4HfA9+QtDOApF0lvaeX+heZBZwk6eCoyw7gFcAPInwpbiyH15FxPT4CnRr1/SpgSq3IDdoXuP04K9rqGPxT3mU1xA3HjfsKSUPxaesyl+PrRqbhfcTzADHS/wbwdUl7hW5DJb0p+hSAKyJfYyUNBr5Kd8Nf+ffAjlr5bTfSOG8izGwpPi15DD5KWQFcg7/tVot/P/7GeDJdqx9n0fz0bzWZc/BFHV/D3z6X4Eag1ui9GqcBX5S0QtJF+EKSaSFrJb7i9l1m9myV+6/D8zQC/9Z1N76o41O9uP9Y/Nvrarwcn8EXtDTMn5k9hBupu2Mq7H29uO+mZAb+4rZS0gMAZjYT71C+i7eVR/FFLvX+NWc3vFNaged9JP7dt2F7MrPH8O/rR+Cjnb/ixrVCud67YWargCOBiZH2Z3jnem6TZdB0Owr+C5gc+tzY5D0+iX8vXY0v0Lq+FH41PvJcGnVR7SXu3NDvMXwaeS09Py90I148j8H7199JWoO3+wlN6l1N5pXAF/CXqieAj+LfvSu63ArcDCyIvPR4qTezlfji0Ul4m/kmvnCqFjXbV7AQH7EuwPN3E96GqzGNrkWyfwTuxEfHZf1+jC+KLL/kTcP/6+PamBZ/GF8AW7FhX8Hb4G9Cn0dDPwAk7Ym/WNzBZkJlUU6SJEmSNEWMQE83s/IM0IbKnQ4cYmZ9WX9QT+4U/F+vPrYx5W5KcvOMJEmSpOXIF3qeiM+GbVTM7FK6fy9ve3JaO0mSJGkpks7FV6NfZ2Y3NIq/JZDT2kmSJEnSZuTIOUmSJEnajDTOSctRm3pp0ibwhNRHPU6XNHcTyt8g70xK16ctQ9Il2kI85G1ppHFOkqSlbOjLQX8jdxlrkkY0c71VSNpJ0l8kfbx0fYak3yo9aLU1aZyTpJ/IzjDpT8zsSXw727MkvRRAvkXqibhzm+daqF7SgDTOSdNI+oSkBZLWyPcrPjOu9xgxqOT8PXb0+bp8j+I1kh4oTYXuKOknETZf0tF19Bgh6SZJyyStkvQrSQcWwl8p36t5laQnJd0paccasiZKule+b/LyKiO4PSX9XNJTku6XdEgh7Rsl3RUbYyyT9ENJLyiEz5V0nqT/iY0TTonr40O/JyOvp0hdWypKeoukP8U9K16daiJpZ/m+xUskLZXvP75TIbxT0qm18lGS9RFJfyhdGytpnaSRddQ4SNLvo/5+ocIezPIdrU6V9FBskHFHpb4kTcJdAU4I3Z6S76R3n6TjIs5gSc9Kuqwg80ZJUxvJL8Q/MfK9Kur7yELY9CibMyU9HscX6pV5X5B0gKTbop2tiDyMLYTPknSFpJmRj8WSTirJmBJtZrWkK/Bd2mpiZrfg22J+X76b1izcc9iDGzt/yUamrx4z8tiyDuq4+KPLA9GIQvwOunvg+hG+S9NofFu9vehyhziXOu7yqujSyP3cnbif2gH4DluvpeAZqyTrMeDfQ6dtgDcUwjrx7Uf3DVkzgIcL4YfhbvcG4g5Nfgn8oBA+F9+d6vCQP4TGrhzH4NtFTg65R+LbJs6tUzc34buo7RjHDXT3VtYoH9Pp8lY1HN8mtehN6kzgpjr3N9x1acVd3/lxPqCQvp67v/X3L8icQXjVwj2ZPQwsjvNBoeMrm5TfjDvO5/AdpwbibhmfAw6tkd9RVPEwVet6IbyRC8tZ+A54bw893xl6jIzw8RF+ROj5/gif1eDZ3Qb34PQ4cH2r+5I8mjtarkAem8dBHRd/1TolCsYZ37bPCMNeRfZceuH6r0r6svu5ubg3nVFNpO3Et4Z8YY2wqYXzfeM+29eQ9VbcU08xX2W3jY1cOZ4G/KoU/n1qGGfcA5cBexWu7RPXdm8mH5SMY5TdhfF7AL5F47vqlKHR3V3fEPwF4xCac/fX7f5x7S24ByXw7VnPAB4M3V8PLAvZzchvxh3nA6Xwe4D/qJHfUfTBOFeRU3ZhOYvCS1VcWwYcHb9nAleUwu+ggXGOeBfFvd7RjG55tP7Iae2kKWzDXPyNir/1XBTWc5fXDTVwP4ePhLcCbpdPw39J7oauGkfjo/j7Yir55Fp64SPY9XrJnQL8LKaSV+NOCMp7oXeWzhu5chxRJU09t357VIkzvxRWNx9VuCh0HIKPMgcCP62jA3R317cWNyojaM7dXzVuA3aXtDe+f/fNwC34qHEi7ivdmpTfjDvOYvlAfTeflW+15TUEg0rh3VBzLizr6dHbtlG575G4/+1vAuepvnOMpE3I7TuTpjGz2cBsuRefD+Ob0O+MTxGCj3grFH0qd8bfvfDpzg2l6H5uiaRh+PSxQs8FhLcdSS/HHdUvoMr2fWb2B2BSfPM9DJgj6Y9mdmsTevwQ36j/3Wa2WtJb8RFZkWruBC+12nv8LsancYvU86pVeTEZhU/dQpdzlabdNxYxs3skzQfeDbwDH5k1Wjw0qvIjjPquuEONoru/e2qk7eGJysyeknQX8B7c4cLd+KeDDwI70VWXzchfCEwzs6sb5KFZluAzA+PobhzHhS61/AhfiH9G2d/MnpC0Hz7CV434Zbq5RQxG41P+VYnncxbu+vISfLR+Pj4lnrQxOXJOmkJ1XPyZ2XLCH7HcdePL8RE2AGb2OG7Evi1fPCZJ49TdcXtvqOt+TtIJ6nIltxL3RrOOEnJXhydI2iVGYStwQ9Ejbh09VgFr5F5vPttEmkauHH8AvEbScRE2ER/dV8Xcu9Qc3C3nDvKFb+cAN5pZeRTWGy7Gp9uPwjv1RnwyRobbAmfhWzHeFeXayN1fLdeNt4QOt5m7D/wF/t31oAijSfm9dsdZD3OvU1fgXrvGhsyxuNeoy0KnajRyYdmIy4Fj5QsRB8r/B//gBmkuBu4xs5mhVwfwNknH9vLeST+TxjlplkYu/k7Av7muwt3slV2+TcF93N6GfyO8Fh8J9YVG7ucOx131PQX8GrgS/25bjUnAnyPuT/ER1i+b1OND+EhuDTAbX+BTF2vsynE+cCz+jXUlvjiukXGcHDr8OY6VbPjI6Pv4qOwOM6s5MitwCV4Gy/CFV0eHQYXG7v5quW68GTdoN8N6l4J/Bh6N2RGakW99c8fZiJPxBYBz8FmbOfgLQz13qI1cWNYl2uXH8bJ+EngzvtCyKnJPTIfibbQiYxHubvJCSbvXSpu0ntxbO0mSHsQ0/yPAaea+hJMk6Udy5JwkSTWOx2dLftxqRZJkSyQXhCVJ0g1Jy/Dv7h8ws7+3Wp8k2RLJae0kSZIkaTNyWjtJkiRJ2ow0zkmSJEnSZqRxTpIkSZI2I41zkiRJkrQZaZyTJEmSpM1I45wkSZIkbcb/AyVR1/narRPaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from venn import pseudovenn\n",
    "\n",
    "dataset_dict = {\n",
    "    name: set(choice(1000, 700, replace=False))\n",
    "    for name in islice(letters, 6)\n",
    "}\n",
    "pseudovenn(dataset_dict, cmap=\"plasma\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Manual adjustment of petal labels\n",
    "If necessary, the labels on the petals (i.e., various intersections in the Venn diagram) can be adjusted manually.  \n",
    "For this, `generate_petal_labels()` can be called first to get the `petal_labels` dictionary, which can be modified.  \n",
    "After modification, pass `petal_labels` to functions `draw_venn()` or `draw_pseudovenn6()`.\n",
    "\n",
    "NB: you will need to specify all parameters to the `draw_*` functions  \n",
    "(the defaults are only defined for higher-level functions `venn()` and `pseudovenn()`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'001': '145',\n",
       " '010': '144',\n",
       " '011': '40',\n",
       " '100': '136',\n",
       " '101': '48',\n",
       " '110': '49',\n",
       " '111': '17'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from venn import generate_petal_labels, draw_venn, generate_colors\n",
    "\n",
    "dataset_dict = {\n",
    "    name: set(choice(1000, 250, replace=False))\n",
    "    for name in list(\"αβγ\")\n",
    "}\n",
    "\n",
    "petal_labels = generate_petal_labels(dataset_dict.values(), fmt=\"{size}\")\n",
    "petal_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'011': 'ns', '101': '48', '110': '49', '111': 'ns'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "significance_filter = lambda value: value if int(value) >= 45 else \"ns\"\n",
    "petal_labels = {\n",
    "    logic: significance_filter(value)\n",
    "    for logic, value in petal_labels.items()\n",
    "}\n",
    "for logic in \"001\", \"010\", \"100\":\n",
    "    del petal_labels[logic]\n",
    "petal_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xba2dcf2208>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_venn(\n",
    "    petal_labels=petal_labels, dataset_labels=dataset_dict.keys(),\n",
    "    hint_hidden=False, colors=generate_colors(n_colors=3),\n",
    "    figsize=(8, 8), fontsize=14, legend_loc=\"best\", ax=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Backwards compatibility with tctianchi's version\n",
    "As this version was forked from https://github.com/tctianchi/pyvenn, backwards compatibility with tctianchi's implementation was maintained (with deprecation warnings).  \n",
    "Use the same methods as described there.\n",
    "\n",
    "The only differences are:  \n",
    "1\\. You **have** to pass `names` as a named argument  \n",
    "2\\. Names of sets are not drawn next to the shapes (as it duplicates the names in the legend)  \n",
    "3\\. Argument `dpi` has no effect  \n",
    "4\\. Shapes have borders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\MSYS\\home\\Kirill\\projects\\pyvenn\\venn\\_backwards_compatibility.py:17: UserWarning: `get_labels()` is retained for backwards compatibility; use `generate_petal_labels()` or the higher level `venn()` instead\n",
      "  \"use `generate_petal_labels()` or the higher level `venn()` instead\"\n",
      "C:\\MSYS\\home\\Kirill\\projects\\pyvenn\\venn\\_backwards_compatibility.py:32: UserWarning: `venn3()` is retained for backwards compatibility; use `venn()` instead\n",
      "  \"use `venn()` instead\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 648x648 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0xba2dd8c828>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from venn import get_labels, venn3\n",
    "\n",
    "labels = get_labels(dataset_dict.values(), fill=[\"percent\"])\n",
    "venn3(labels=labels, names=dataset_dict.keys())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
